{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## B 站番剧数据简单分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 获取番剧数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入对应的 package\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import requests\n",
    "import bs4\n",
    "import time\n",
    "import json\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "font_hei = matplotlib.font_manager.FontProperties(\n",
    "    fname=r\"SimHei.ttf\", size=15)  # 设置中文字体"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(base_url, page):\n",
    "    \"\"\"\n",
    "    获取B站单个页面的视频信息\n",
    "    base_url: json的api\n",
    "    page: 页数\n",
    "    return 一个二维的list,16列\n",
    "    \"\"\"\n",
    "    url = base_url.format(str(page))  # 得到对应的url\n",
    "    response = requests.get(url, headers=header)  # 发出请求，获取回应\n",
    "    videos = pd.read_json(response.text[37:-1]).iloc[:, 3].iloc[0]  # 获取列表\n",
    "    videos_list = []  # 用来储存数据\n",
    "    for video in videos:  # 循环每个番剧\n",
    "        video_inf = []  # 用来储存每个番剧的信息\n",
    "        video_inf.append(video['stat']['aid'])  # av号\n",
    "        video_inf.append(video[\"title\"])  # 标题\n",
    "        video_inf.append(video['owner'][\"name\"])  # 上传者\n",
    "        video_inf.append(time.ctime(video['pubdate']))  # 上传时间\n",
    "\n",
    "        video_inf.append(video['stat']['view'])  # 观看人数\n",
    "        video_inf.append(video['stat']['danmaku'])  # 弹幕数\n",
    "        video_inf.append(video['stat']['reply'])  # 评论数量\n",
    "        video_inf.append(video['stat']['favorite'])  # 收藏数量\n",
    "        video_inf.append(video['stat']['coin'])  # 投币数\n",
    "        video_inf.append(video['stat']['share'])  # 分享数\n",
    "        video_inf.append(video['stat']['like'])  # 点喜欢的人数\n",
    "        video_inf.append(video['stat']['dislike'])  # 点不喜欢的人数\n",
    "        video_inf.append(video['stat'][\"now_rank\"])  # 排名\n",
    "        video_inf.append(video['stat'][\"his_rank\"])  # 排名\n",
    "\n",
    "        video_inf.append(video['tname'])  # 标签\n",
    "        video_inf.append(video['desc'])  # 描述\n",
    "\n",
    "        videos_list.append(video_inf)\n",
    "    return videos_list\n",
    "\n",
    "\n",
    "def get_all_data(n):\n",
    "    \"\"\"\n",
    "    n 为页数，从第一页爬到第 n 页\n",
    "    返回的是一个 DataFrame\n",
    "    \"\"\"\n",
    "    # 数据对应的列名\n",
    "    col = ['av号', '标题', 'up主', '上传日期', '观看次数', '弹幕', 'reply',\n",
    "           '收藏', '投币', '分享', '喜欢', '不喜欢', '现在排名', '他的排名', '标签', '描述']\n",
    "    # 建立 DataFrame 来储存数据\n",
    "    data = pd.DataFrame(columns=col)\n",
    "\n",
    "    # 循环页数\n",
    "    for i in range(1, n + 1):\n",
    "        data_temp = pd.DataFrame(\n",
    "            get_data(base_url, i), columns=col)  # 对应页的数据，临时储存\n",
    "        data = pd.concat([data, data_temp], axis=0,\n",
    "                         ignore_index=True)  # 与之前的数据合并在一块\n",
    "        # 适当的停顿，防止请求过快，封ip\n",
    "        time.sleep(np.random.rand() * np.random.randint(1, 3))\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 番剧对应的 url,通过chorme的 inspect 查找得到\n",
    "base_url = \"https://api.bilibili.com/x/web-interface/newlist?callback=jqueryCallback_bili_4431985766884974&rid=33&type=0&pn={}&ps=20&jsonp=jsonp&_=1558156016281\"\n",
    "# 一些的请求头，伪装成浏览器，可以防止一些反爬虫的机制\n",
    "header = {\"Referer\": \"https://www.bilibili.com/v/anime/serial/?spm_id_from=333.334.b_7072696d6172795f6d656e75.8\",\n",
    "          \"User-Agent\": \"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_14_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.103 Safari/537.36\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = get_all_data(1327)  # 获取1327页的视频数据,页数为网页直接查看获得\n",
    "# data.to_csv('bilibili_anime_data.csv') # 保存数据，因没有设置index=False, 导致后面读取数据时 多了一列-_-"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 数据清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0     0\n",
       "av号            0\n",
       "标题             0\n",
       "up主            1\n",
       "上传日期           0\n",
       "观看次数           0\n",
       "弹幕             0\n",
       "reply          0\n",
       "收藏             0\n",
       "投币             0\n",
       "分享             0\n",
       "喜欢             0\n",
       "不喜欢            0\n",
       "现在排名           0\n",
       "他的排名           0\n",
       "标签             0\n",
       "描述            51\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 首先查看下数据是否有 nan 值\n",
    "data = pd.read_csv('bilibili_anime_data.csv')\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>av号</th>\n",
       "      <th>标题</th>\n",
       "      <th>up主</th>\n",
       "      <th>上传日期</th>\n",
       "      <th>观看次数</th>\n",
       "      <th>弹幕</th>\n",
       "      <th>reply</th>\n",
       "      <th>收藏</th>\n",
       "      <th>投币</th>\n",
       "      <th>分享</th>\n",
       "      <th>喜欢</th>\n",
       "      <th>不喜欢</th>\n",
       "      <th>现在排名</th>\n",
       "      <th>他的排名</th>\n",
       "      <th>标签</th>\n",
       "      <th>描述</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26397</th>\n",
       "      <td>26397</td>\n",
       "      <td>12729</td>\n",
       "      <td>keroro军曹321</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jul  6 20:19:09 2010</td>\n",
       "      <td>4214</td>\n",
       "      <td>492</td>\n",
       "      <td>28</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "      <td>83</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>我只是想看吐槽而已</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0    av号           标题  up主                      上传日期  观看次数  \\\n",
       "26397       26397  12729  keroro军曹321  NaN  Tue Jul  6 20:19:09 2010  4214   \n",
       "\n",
       "        弹幕  reply  收藏  投币  分享  喜欢  不喜欢  现在排名  他的排名    标签         描述  \n",
       "26397  492     28  51   2  83   4    0     0     0  连载动画  我只是想看吐槽而已  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 因为描述不重要，所以只查看up主是 nan 的那一行\n",
    "data[data.isnull()['up主']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据av号，查看后发现是因为up主被封号了，所以没显示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 去掉这一行\n",
    "data.drop(26397, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0     0\n",
       "av号            0\n",
       "标题             0\n",
       "up主            0\n",
       "上传日期           0\n",
       "观看次数           0\n",
       "弹幕             0\n",
       "reply          0\n",
       "收藏             0\n",
       "投币             0\n",
       "分享             0\n",
       "喜欢             0\n",
       "不喜欢            0\n",
       "现在排名           0\n",
       "他的排名           0\n",
       "标签             0\n",
       "描述            51\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 再次确认缺失值\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数据有没有重复项\n",
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                           0\n",
       "av号                                618\n",
       "标题                   [七月新番]强袭魔女II_1_极影\n",
       "up主                           00000lsr\n",
       "上传日期          Fri Apr  1 01:05:00 2016\n",
       "观看次数                                -1\n",
       "弹幕                                   0\n",
       "reply                                0\n",
       "收藏                                   0\n",
       "投币                                   0\n",
       "分享                                   0\n",
       "喜欢                                   0\n",
       "不喜欢                                  0\n",
       "现在排名                                 0\n",
       "他的排名                                 0\n",
       "标签                                连载动画\n",
       "dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 确认下最小值\n",
    "data.min()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "发现上传时间最小的是2016年，看来是格式的不对。并且观看次数居然有-1。\n",
    "先处理时间问题："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将上传时间 转换成 datetime 类型\n",
    "data['上传日期'] = pd.to_datetime(data['上传日期'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>av号</th>\n",
       "      <th>标题</th>\n",
       "      <th>up主</th>\n",
       "      <th>上传日期</th>\n",
       "      <th>观看次数</th>\n",
       "      <th>弹幕</th>\n",
       "      <th>reply</th>\n",
       "      <th>收藏</th>\n",
       "      <th>投币</th>\n",
       "      <th>分享</th>\n",
       "      <th>喜欢</th>\n",
       "      <th>不喜欢</th>\n",
       "      <th>现在排名</th>\n",
       "      <th>他的排名</th>\n",
       "      <th>标签</th>\n",
       "      <th>描述</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6129</th>\n",
       "      <td>6129</td>\n",
       "      <td>19126475</td>\n",
       "      <td>【WEB】彼岸岛X 特别篇【F宅】</td>\n",
       "      <td>空灵雨迹</td>\n",
       "      <td>2018-02-04 17:21:36</td>\n",
       "      <td>-1</td>\n",
       "      <td>74</td>\n",
       "      <td>72</td>\n",
       "      <td>187</td>\n",
       "      <td>63</td>\n",
       "      <td>44</td>\n",
       "      <td>212</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>直传\\n这次是石头的主场，算是系统性的捋了一下来龙去脉，可惜石头的女声没有啊</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6456</th>\n",
       "      <td>6456</td>\n",
       "      <td>18024831</td>\n",
       "      <td>【1月】七人传奇：戒律的复活00【豌豆】</td>\n",
       "      <td>空灵雨迹</td>\n",
       "      <td>2018-01-06 16:35:00</td>\n",
       "      <td>-1</td>\n",
       "      <td>981</td>\n",
       "      <td>564</td>\n",
       "      <td>1621</td>\n",
       "      <td>649</td>\n",
       "      <td>799</td>\n",
       "      <td>596</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>直传\\n七人传奇，前情介绍，团长你好~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8274</th>\n",
       "      <td>8274</td>\n",
       "      <td>13185245</td>\n",
       "      <td>【8月/生肉】OK K.O.! Let's Be Heroes S01E07-14【WEBR...</td>\n",
       "      <td>SerCom_KC</td>\n",
       "      <td>2017-08-10 12:36:55</td>\n",
       "      <td>-1</td>\n",
       "      <td>33</td>\n",
       "      <td>11</td>\n",
       "      <td>37</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>美亚自压\\n\\n请关注官方微信公众号、新浪微博【卡通频道CartoonNetwork】参与活...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9393</th>\n",
       "      <td>9393</td>\n",
       "      <td>10003538</td>\n",
       "      <td>【4月】剑风传奇 Berserker 第二季 第04话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2017-04-22 03:44:03</td>\n",
       "      <td>-1</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>ベルセルク\\n(第2期) 16話 「獣鬼の森」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10970</th>\n",
       "      <td>10970</td>\n",
       "      <td>7048409</td>\n",
       "      <td>【生肉/OAD】亚尔斯兰战记 OAD 02</td>\n",
       "      <td>F宅字幕组</td>\n",
       "      <td>2016-11-11 13:26:47</td>\n",
       "      <td>-1</td>\n",
       "      <td>53</td>\n",
       "      <td>20</td>\n",
       "      <td>76</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>直传 亚尔斯兰战记外传，呵呵</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11456</th>\n",
       "      <td>11456</td>\n",
       "      <td>6474166</td>\n",
       "      <td>【SP】Joker Game SP02 BD特典下【DMG动漫国】</td>\n",
       "      <td>摇魂</td>\n",
       "      <td>2016-09-30 21:50:03</td>\n",
       "      <td>-1</td>\n",
       "      <td>387</td>\n",
       "      <td>217</td>\n",
       "      <td>812</td>\n",
       "      <td>293</td>\n",
       "      <td>124</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>BD BOX下卷特典「黒猫ヨルの冒険」\\n上卷sp01av5563790/\\n番外广播剧 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11571</th>\n",
       "      <td>11571</td>\n",
       "      <td>6335926</td>\n",
       "      <td>【8月】七大罪 圣战的预兆 04【异域/完结】</td>\n",
       "      <td>卷毛</td>\n",
       "      <td>2016-09-18 22:19:53</td>\n",
       "      <td>-1</td>\n",
       "      <td>1243</td>\n",
       "      <td>264</td>\n",
       "      <td>1211</td>\n",
       "      <td>271</td>\n",
       "      <td>110</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>敢问阁下 您看到我会发光的○○了吗？ 下季度有缘再见~萨拉巴达。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11572</th>\n",
       "      <td>11572</td>\n",
       "      <td>6333050</td>\n",
       "      <td>【生肉】七大罪：圣战的预兆 第4话(完结) 爱的形式</td>\n",
       "      <td>揍敌客家的小透明</td>\n",
       "      <td>2016-09-18 18:19:49</td>\n",
       "      <td>-1</td>\n",
       "      <td>306</td>\n",
       "      <td>37</td>\n",
       "      <td>60</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>高!瑟!大!美!人!!!\\n不多说了你们慢慢看(∩v-*)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11594</th>\n",
       "      <td>11594</td>\n",
       "      <td>6310651</td>\n",
       "      <td>【7月/完结】剑风传奇 Berserker 第12话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2016-09-16 23:33:59</td>\n",
       "      <td>-1</td>\n",
       "      <td>328</td>\n",
       "      <td>90</td>\n",
       "      <td>81</td>\n",
       "      <td>34</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>百度 12(終) 「すがるもの、もがくもの」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11643</th>\n",
       "      <td>11643</td>\n",
       "      <td>6245674</td>\n",
       "      <td>【8月】七大罪 圣战的预兆 03【异域】</td>\n",
       "      <td>卷毛</td>\n",
       "      <td>2016-09-11 22:42:34</td>\n",
       "      <td>-1</td>\n",
       "      <td>1633</td>\n",
       "      <td>216</td>\n",
       "      <td>1379</td>\n",
       "      <td>278</td>\n",
       "      <td>142</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>不妨跟我游个泳，然后，一起睡一天吧。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11645</th>\n",
       "      <td>11645</td>\n",
       "      <td>6243515</td>\n",
       "      <td>【生肉】七大罪：圣战的预兆 第3话 追赶初恋</td>\n",
       "      <td>揍敌客家的小透明</td>\n",
       "      <td>2016-09-11 20:11:28</td>\n",
       "      <td>-1</td>\n",
       "      <td>199</td>\n",
       "      <td>32</td>\n",
       "      <td>67</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>唉 真可怜(´･ω･`)\\n下礼拜最终拉拉拉拉～～～～</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11665</th>\n",
       "      <td>11665</td>\n",
       "      <td>6217840</td>\n",
       "      <td>【7月】剑风传奇 Berserker 第11话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2016-09-10 00:02:08</td>\n",
       "      <td>-1</td>\n",
       "      <td>164</td>\n",
       "      <td>44</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>百度 \\r\\n11 「イデアの影」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11719</th>\n",
       "      <td>11719</td>\n",
       "      <td>6160637</td>\n",
       "      <td>【8月】七大罪 圣战的预兆 02【异域】</td>\n",
       "      <td>卷毛</td>\n",
       "      <td>2016-09-04 22:15:34</td>\n",
       "      <td>-1</td>\n",
       "      <td>1942</td>\n",
       "      <td>361</td>\n",
       "      <td>1909</td>\n",
       "      <td>418</td>\n",
       "      <td>190</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>感觉我不是看来剧情的，宇宙中充满了质子中子以及...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11720</th>\n",
       "      <td>11720</td>\n",
       "      <td>6160637</td>\n",
       "      <td>【8月】七大罪 圣战的预兆 02【异域】</td>\n",
       "      <td>卷毛</td>\n",
       "      <td>2016-09-04 22:15:34</td>\n",
       "      <td>-1</td>\n",
       "      <td>1942</td>\n",
       "      <td>361</td>\n",
       "      <td>1909</td>\n",
       "      <td>418</td>\n",
       "      <td>190</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>感觉我不是看来剧情的，宇宙中充满了质子中子以及...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11721</th>\n",
       "      <td>11721</td>\n",
       "      <td>6156837</td>\n",
       "      <td>【生肉】七大罪：圣战的预兆 第2话 两人的打架祭</td>\n",
       "      <td>揍敌客家的小透明</td>\n",
       "      <td>2016-09-04 17:57:41</td>\n",
       "      <td>-1</td>\n",
       "      <td>251</td>\n",
       "      <td>50</td>\n",
       "      <td>59</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>豪瑟终于和金干上了(　´､ゝ`)(别听他胡说\\n话说你们不觉得封面似曾....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11745</th>\n",
       "      <td>11745</td>\n",
       "      <td>6132317</td>\n",
       "      <td>【7月】剑风传奇 Berserker 第10话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2016-09-03 00:04:52</td>\n",
       "      <td>-1</td>\n",
       "      <td>175</td>\n",
       "      <td>29</td>\n",
       "      <td>22</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>百度 \\r\\n10 「ヘルス・エンジェルス」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11797</th>\n",
       "      <td>11797</td>\n",
       "      <td>6058485</td>\n",
       "      <td>【8月】七大罪 圣战的预兆 01【异域】</td>\n",
       "      <td>卷毛</td>\n",
       "      <td>2016-08-28 22:30:49</td>\n",
       "      <td>-1</td>\n",
       "      <td>2760</td>\n",
       "      <td>794</td>\n",
       "      <td>3773</td>\n",
       "      <td>807</td>\n",
       "      <td>717</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11799</th>\n",
       "      <td>11799</td>\n",
       "      <td>6055055</td>\n",
       "      <td>【生肉】七大罪：圣战的预兆 第1话 黑色之梦的开始</td>\n",
       "      <td>揍敌客家的小透明</td>\n",
       "      <td>2016-08-28 19:07:35</td>\n",
       "      <td>-1</td>\n",
       "      <td>943</td>\n",
       "      <td>165</td>\n",
       "      <td>283</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>《七大罪 圣战的预兆》是电视动画《七大罪》的外传特别篇，改编自铃木央的漫画《七大罪》。\\n2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11818</th>\n",
       "      <td>11818</td>\n",
       "      <td>6028289</td>\n",
       "      <td>【7月】剑风传奇 Berserker 第09话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2016-08-27 00:40:07</td>\n",
       "      <td>-1</td>\n",
       "      <td>100</td>\n",
       "      <td>28</td>\n",
       "      <td>36</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>百度 \\r\\n09 「亡者の血流」\\r\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11875</th>\n",
       "      <td>11875</td>\n",
       "      <td>5936638</td>\n",
       "      <td>【OVA】高达创战者 Try 岛上战争【官方字幕】</td>\n",
       "      <td>让巴尔的男朋友Lilje</td>\n",
       "      <td>2016-08-21 18:17:46</td>\n",
       "      <td>-1</td>\n",
       "      <td>7276</td>\n",
       "      <td>911</td>\n",
       "      <td>5861</td>\n",
       "      <td>676</td>\n",
       "      <td>532</td>\n",
       "      <td>340</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>YouTube 高达bfSP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11891</th>\n",
       "      <td>11891</td>\n",
       "      <td>5911661</td>\n",
       "      <td>【7月】剑风传奇 Berserker 第08话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2016-08-20 09:08:04</td>\n",
       "      <td>-1</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>百度  08 「魔窟の再会」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11962</th>\n",
       "      <td>11962</td>\n",
       "      <td>5790474</td>\n",
       "      <td>【7月】剑风传奇 Berserker 第07话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2016-08-13 04:44:34</td>\n",
       "      <td>-1</td>\n",
       "      <td>57</td>\n",
       "      <td>23</td>\n",
       "      <td>32</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>百度 \\r\\n 07 「黒き魔女」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12038</th>\n",
       "      <td>12038</td>\n",
       "      <td>5671054</td>\n",
       "      <td>【7月】剑风传奇 Berserker 第06话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2016-08-06 00:47:56</td>\n",
       "      <td>-1</td>\n",
       "      <td>223</td>\n",
       "      <td>42</td>\n",
       "      <td>51</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>百度  \\r\\n06 「火あぶりの夜宴」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12111</th>\n",
       "      <td>12111</td>\n",
       "      <td>5563790</td>\n",
       "      <td>【SP】Joker Game SP01【DMG动漫国】</td>\n",
       "      <td>卷毛</td>\n",
       "      <td>2016-07-30 14:52:33</td>\n",
       "      <td>-1</td>\n",
       "      <td>602</td>\n",
       "      <td>440</td>\n",
       "      <td>851</td>\n",
       "      <td>345</td>\n",
       "      <td>214</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>SP01 喵星人的视角←_←</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12141</th>\n",
       "      <td>12141</td>\n",
       "      <td>5522163</td>\n",
       "      <td>【3月】小小宠物店 S03E12【熟肉中字】</td>\n",
       "      <td>曾经逝去de繁华Quasi</td>\n",
       "      <td>2016-07-27 20:38:45</td>\n",
       "      <td>-1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>乐视 考拉们的冒然拜访，又会给宠物店里带给什么麻烦？</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12171</th>\n",
       "      <td>12171</td>\n",
       "      <td>5478441</td>\n",
       "      <td>【机器鸡】S07E13</td>\n",
       "      <td>机器鸡</td>\n",
       "      <td>2016-07-24 23:24:16</td>\n",
       "      <td>-1</td>\n",
       "      <td>411</td>\n",
       "      <td>98</td>\n",
       "      <td>161</td>\n",
       "      <td>412</td>\n",
       "      <td>50</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>KAT 还记得我是谁吗？对，我就是失踪的人口。话说KAT这个种子站崩了呢，还好我都下下来了但...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12192</th>\n",
       "      <td>12192</td>\n",
       "      <td>5451168</td>\n",
       "      <td>【7月】剑风传奇 Berserker 第04话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2016-07-23 02:28:34</td>\n",
       "      <td>-1</td>\n",
       "      <td>365</td>\n",
       "      <td>55</td>\n",
       "      <td>39</td>\n",
       "      <td>24</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>百度 04 「啓示」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12226</th>\n",
       "      <td>12226</td>\n",
       "      <td>5407791</td>\n",
       "      <td>【剧场版】High☆Speed! - Free! Starting Days-【幻樱/1080P】</td>\n",
       "      <td>施主您菊花松了</td>\n",
       "      <td>2016-07-20 05:34:33</td>\n",
       "      <td>-1</td>\n",
       "      <td>143222</td>\n",
       "      <td>10719</td>\n",
       "      <td>43483</td>\n",
       "      <td>14058</td>\n",
       "      <td>7968</td>\n",
       "      <td>566</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>ox星~ 【BD自购 转载请注明字幕组】感谢@二羽鹤 的友情协助~ 夏天到了！阳光！游泳！全...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12348</th>\n",
       "      <td>12348</td>\n",
       "      <td>5255539</td>\n",
       "      <td>【7月】剑风传奇 Berserker 第02话【生肉】</td>\n",
       "      <td>莉莎娜</td>\n",
       "      <td>2016-07-08 23:03:36</td>\n",
       "      <td>-1</td>\n",
       "      <td>460</td>\n",
       "      <td>128</td>\n",
       "      <td>137</td>\n",
       "      <td>39</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>换源720P \\r\\n02話「 聖鉄鎖騎士団」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12355</th>\n",
       "      <td>12355</td>\n",
       "      <td>5245394</td>\n",
       "      <td>【11月/美国/生肉】 Adventure Time S07E37  - Daddy Dau...</td>\n",
       "      <td>梦的启迪</td>\n",
       "      <td>2016-07-08 10:13:57</td>\n",
       "      <td>-1</td>\n",
       "      <td>67</td>\n",
       "      <td>53</td>\n",
       "      <td>86</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>CN Jake用自己的一块指骨作为交换，请Charlie和他一同参加Card War锦标赛。...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26185</th>\n",
       "      <td>26185</td>\n",
       "      <td>32593</td>\n",
       "      <td>【SABER】魔法禁书目录Ⅱ03</td>\n",
       "      <td>saber酱</td>\n",
       "      <td>2010-10-23 09:51:37</td>\n",
       "      <td>-1</td>\n",
       "      <td>3810</td>\n",
       "      <td>117</td>\n",
       "      <td>66</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>魔法禁书目录 SABER字幕组出品 当妈必须死 电磁炮百合主义万岁~~\\(^_^)/~~ P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26186</th>\n",
       "      <td>26186</td>\n",
       "      <td>32539</td>\n",
       "      <td>【7月新番】传说中勇者的传说#16话【DMG】</td>\n",
       "      <td>御坂御坂</td>\n",
       "      <td>2010-10-23 00:48:30</td>\n",
       "      <td>-1</td>\n",
       "      <td>712</td>\n",
       "      <td>39</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>DMG 困</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26206</th>\n",
       "      <td>26206</td>\n",
       "      <td>31628</td>\n",
       "      <td>【SABER】魔法禁书目录Ⅱ02</td>\n",
       "      <td>saber酱</td>\n",
       "      <td>2010-10-16 21:10:09</td>\n",
       "      <td>-1</td>\n",
       "      <td>5296</td>\n",
       "      <td>133</td>\n",
       "      <td>94</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>魔法禁书目录 SABER字幕组出品 当妈必须死 电磁炮百合主义万岁~~\\(^_^)/~~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26207</th>\n",
       "      <td>26207</td>\n",
       "      <td>31588</td>\n",
       "      <td>【10月】吊带袜天使 第3话【TD字幕组】</td>\n",
       "      <td>投影消逝中</td>\n",
       "      <td>2010-10-16 15:20:14</td>\n",
       "      <td>-1</td>\n",
       "      <td>15740</td>\n",
       "      <td>472</td>\n",
       "      <td>358</td>\n",
       "      <td>344</td>\n",
       "      <td>472</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>这么糟糕的第3集没问题么~ 大丈夫だ 問題ない！</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26229</th>\n",
       "      <td>26229</td>\n",
       "      <td>30405</td>\n",
       "      <td>【SABER字幕组】魔法禁书目录Ⅱ01</td>\n",
       "      <td>saber酱</td>\n",
       "      <td>2010-10-09 19:08:48</td>\n",
       "      <td>-1</td>\n",
       "      <td>8603</td>\n",
       "      <td>256</td>\n",
       "      <td>454</td>\n",
       "      <td>57</td>\n",
       "      <td>22</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>魔法禁书目录 SABER字幕组出品 当妈必须死 电磁炮百合主义万岁~~\\(^_^)/~~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26249</th>\n",
       "      <td>26249</td>\n",
       "      <td>28671</td>\n",
       "      <td>【7月新番】传说中勇者的传说#14【漫游】</td>\n",
       "      <td>御坂御坂</td>\n",
       "      <td>2010-10-02 00:11:58</td>\n",
       "      <td>-1</td>\n",
       "      <td>891</td>\n",
       "      <td>36</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>漫游 这次DMG比较慢啊</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26256</th>\n",
       "      <td>26256</td>\n",
       "      <td>27577</td>\n",
       "      <td>【7月新番】传说中勇者的传说#13【DMG】</td>\n",
       "      <td>御坂御坂</td>\n",
       "      <td>2010-09-24 22:55:27</td>\n",
       "      <td>-1</td>\n",
       "      <td>1406</td>\n",
       "      <td>34</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>DMG 你们有呕吐反应了么？</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26261</th>\n",
       "      <td>26261</td>\n",
       "      <td>27244</td>\n",
       "      <td>[完结][七月]强袭魔女II-12</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-09-23 11:45:53</td>\n",
       "      <td>-1</td>\n",
       "      <td>1398</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>基影 完结撒花~~~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26273</th>\n",
       "      <td>26273</td>\n",
       "      <td>26138</td>\n",
       "      <td>[七月]强袭魔女II-11</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-09-16 18:12:11</td>\n",
       "      <td>-1</td>\n",
       "      <td>852</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>基影 =。=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26288</th>\n",
       "      <td>26288</td>\n",
       "      <td>24994</td>\n",
       "      <td>[七月]强袭魔女II-10</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-09-09 21:38:21</td>\n",
       "      <td>-1</td>\n",
       "      <td>940</td>\n",
       "      <td>20</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>基影 每一话都要想个简介很伤脑筋阿。。。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26296</th>\n",
       "      <td>26296</td>\n",
       "      <td>24099</td>\n",
       "      <td>[7月新番]传说中的勇者的传说 10话</td>\n",
       "      <td>御坂御坂</td>\n",
       "      <td>2010-09-04 01:28:09</td>\n",
       "      <td>-1</td>\n",
       "      <td>1407</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>QQ 嘛，开学，报道，注册</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26301</th>\n",
       "      <td>26301</td>\n",
       "      <td>23876</td>\n",
       "      <td>[七月]强袭魔女II-09</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-09-02 18:04:52</td>\n",
       "      <td>-1</td>\n",
       "      <td>1024</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>基影 wlk~~wlk~~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26306</th>\n",
       "      <td>26306</td>\n",
       "      <td>22708</td>\n",
       "      <td>【DMG】传说中的勇者的传说09</td>\n",
       "      <td>御坂御坂</td>\n",
       "      <td>2010-08-27 20:53:08</td>\n",
       "      <td>-1</td>\n",
       "      <td>1357</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>DMG的源各种奇怪，搞到现在还压不出满意的，大家将就一下，等我取到好源就换</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26311</th>\n",
       "      <td>26311</td>\n",
       "      <td>22422</td>\n",
       "      <td>[七月]强袭魔女II-08</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-08-26 11:00:45</td>\n",
       "      <td>-1</td>\n",
       "      <td>1129</td>\n",
       "      <td>22</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>基影 -_-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26323</th>\n",
       "      <td>26323</td>\n",
       "      <td>21160</td>\n",
       "      <td>[七月]强袭魔女II-07</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-08-19 13:08:11</td>\n",
       "      <td>-1</td>\n",
       "      <td>756</td>\n",
       "      <td>24</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>基影 教练。。。什么时候开放瓢虫种族？</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26329</th>\n",
       "      <td>26329</td>\n",
       "      <td>20108</td>\n",
       "      <td>【7月】传说中勇者的传说 07【DMG】</td>\n",
       "      <td>电磁炉</td>\n",
       "      <td>2010-08-13 16:16:15</td>\n",
       "      <td>-1</td>\n",
       "      <td>1418</td>\n",
       "      <td>32</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>勇者什么的 都是传说</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26334</th>\n",
       "      <td>26334</td>\n",
       "      <td>19829</td>\n",
       "      <td>[七月]强袭魔女II-06</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-08-12 11:56:02</td>\n",
       "      <td>-1</td>\n",
       "      <td>1368</td>\n",
       "      <td>48</td>\n",
       "      <td>67</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>基影 。。。。。。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26344</th>\n",
       "      <td>26344</td>\n",
       "      <td>18845</td>\n",
       "      <td>【7月】传说中勇者的传说 06【DMG】</td>\n",
       "      <td>电磁炉</td>\n",
       "      <td>2010-08-06 15:58:36</td>\n",
       "      <td>-1</td>\n",
       "      <td>1306</td>\n",
       "      <td>43</td>\n",
       "      <td>21</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>BISHI妹妹 我想看视频</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26348</th>\n",
       "      <td>26348</td>\n",
       "      <td>18711</td>\n",
       "      <td>[七月]强袭魔女第二季第五集</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-08-05 16:54:26</td>\n",
       "      <td>-1</td>\n",
       "      <td>850</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>基影 投影你是个好人。。。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26356</th>\n",
       "      <td>26356</td>\n",
       "      <td>17723</td>\n",
       "      <td>【7月】传说中勇者的传说 05【DMG】</td>\n",
       "      <td>电磁炉</td>\n",
       "      <td>2010-07-30 18:58:12</td>\n",
       "      <td>-1</td>\n",
       "      <td>1356</td>\n",
       "      <td>20</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>郁闷 最近网络渣到投稿都困难了，唉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26359</th>\n",
       "      <td>26359</td>\n",
       "      <td>17499</td>\n",
       "      <td>[七月]强袭魔女II_04</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-07-29 11:37:23</td>\n",
       "      <td>-1</td>\n",
       "      <td>865</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>极影 话说你们还有节操么。。。。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26367</th>\n",
       "      <td>26367</td>\n",
       "      <td>16462</td>\n",
       "      <td>【7月】传说中勇者的传说 04【DMG】</td>\n",
       "      <td>电磁炉</td>\n",
       "      <td>2010-07-23 12:32:55</td>\n",
       "      <td>-1</td>\n",
       "      <td>1474</td>\n",
       "      <td>19</td>\n",
       "      <td>23</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>困 午睡去</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26370</th>\n",
       "      <td>26370</td>\n",
       "      <td>16321</td>\n",
       "      <td>[七月新番]强袭魔女第二季第三集</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-07-22 17:56:11</td>\n",
       "      <td>-1</td>\n",
       "      <td>849</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>KTXP 极影 我讨厌迅雷 。。。。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26379</th>\n",
       "      <td>26379</td>\n",
       "      <td>15250</td>\n",
       "      <td>【7月】传说中勇者的传说 03【DMG】</td>\n",
       "      <td>电磁炉</td>\n",
       "      <td>2010-07-16 21:29:03</td>\n",
       "      <td>-1</td>\n",
       "      <td>1560</td>\n",
       "      <td>22</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>135</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>电脑悲剧了 发晚了抱歉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26396</th>\n",
       "      <td>26396</td>\n",
       "      <td>13012</td>\n",
       "      <td>[七月新番]强袭魔女II_1_极影</td>\n",
       "      <td>Fljsky</td>\n",
       "      <td>2010-07-08 12:25:38</td>\n",
       "      <td>-1</td>\n",
       "      <td>849</td>\n",
       "      <td>33</td>\n",
       "      <td>35</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>11区 飞天小KK，一库哟！</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26411</th>\n",
       "      <td>26411</td>\n",
       "      <td>11638</td>\n",
       "      <td>【7月补番】天降小KK DVD DC版 真正的结局</td>\n",
       "      <td>鈴科百合子</td>\n",
       "      <td>2010-06-29 17:59:22</td>\n",
       "      <td>-1</td>\n",
       "      <td>954</td>\n",
       "      <td>17</td>\n",
       "      <td>61</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>在DVD第7卷里除了TV13话还有一个DC版，补足剧情长达6分钟，最重要的是补完了TV13话...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26452</th>\n",
       "      <td>26452</td>\n",
       "      <td>7004</td>\n",
       "      <td>【4月】无法逃离的背叛 05【漫游PSS】</td>\n",
       "      <td>陌如夏树</td>\n",
       "      <td>2010-05-11 11:02:16</td>\n",
       "      <td>-1</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>Story 5「新たな出逢い 」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26458</th>\n",
       "      <td>26458</td>\n",
       "      <td>6686</td>\n",
       "      <td>【4月】无法逃离的背叛 03【漫游PSS】</td>\n",
       "      <td>陌如夏树</td>\n",
       "      <td>2010-05-07 16:33:30</td>\n",
       "      <td>-1</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>Story 3「ワルプルギスの夜」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26514</th>\n",
       "      <td>26514</td>\n",
       "      <td>2188</td>\n",
       "      <td>勇者斗恶龙真人电影</td>\n",
       "      <td>水之决策</td>\n",
       "      <td>2010-02-10 12:46:16</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>勇者斗恶龙 DQ 真人 电影 为了惩罚邪恶的存在，主角经过艰苦的训练最后把......</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26525</th>\n",
       "      <td>26525</td>\n",
       "      <td>1627</td>\n",
       "      <td>【1月新番】[HKG]淑女×管家2-3</td>\n",
       "      <td>愛在二次元</td>\n",
       "      <td>2010-01-28 16:35:42</td>\n",
       "      <td>-1</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>56</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>1P2P第2话，3P4P第3话</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1044 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0       av号  \\\n",
       "6129         6129  19126475   \n",
       "6456         6456  18024831   \n",
       "8274         8274  13185245   \n",
       "9393         9393  10003538   \n",
       "10970       10970   7048409   \n",
       "11456       11456   6474166   \n",
       "11571       11571   6335926   \n",
       "11572       11572   6333050   \n",
       "11594       11594   6310651   \n",
       "11643       11643   6245674   \n",
       "11645       11645   6243515   \n",
       "11665       11665   6217840   \n",
       "11719       11719   6160637   \n",
       "11720       11720   6160637   \n",
       "11721       11721   6156837   \n",
       "11745       11745   6132317   \n",
       "11797       11797   6058485   \n",
       "11799       11799   6055055   \n",
       "11818       11818   6028289   \n",
       "11875       11875   5936638   \n",
       "11891       11891   5911661   \n",
       "11962       11962   5790474   \n",
       "12038       12038   5671054   \n",
       "12111       12111   5563790   \n",
       "12141       12141   5522163   \n",
       "12171       12171   5478441   \n",
       "12192       12192   5451168   \n",
       "12226       12226   5407791   \n",
       "12348       12348   5255539   \n",
       "12355       12355   5245394   \n",
       "...           ...       ...   \n",
       "26185       26185     32593   \n",
       "26186       26186     32539   \n",
       "26206       26206     31628   \n",
       "26207       26207     31588   \n",
       "26229       26229     30405   \n",
       "26249       26249     28671   \n",
       "26256       26256     27577   \n",
       "26261       26261     27244   \n",
       "26273       26273     26138   \n",
       "26288       26288     24994   \n",
       "26296       26296     24099   \n",
       "26301       26301     23876   \n",
       "26306       26306     22708   \n",
       "26311       26311     22422   \n",
       "26323       26323     21160   \n",
       "26329       26329     20108   \n",
       "26334       26334     19829   \n",
       "26344       26344     18845   \n",
       "26348       26348     18711   \n",
       "26356       26356     17723   \n",
       "26359       26359     17499   \n",
       "26367       26367     16462   \n",
       "26370       26370     16321   \n",
       "26379       26379     15250   \n",
       "26396       26396     13012   \n",
       "26411       26411     11638   \n",
       "26452       26452      7004   \n",
       "26458       26458      6686   \n",
       "26514       26514      2188   \n",
       "26525       26525      1627   \n",
       "\n",
       "                                                      标题            up主  \\\n",
       "6129                                   【WEB】彼岸岛X 特别篇【F宅】           空灵雨迹   \n",
       "6456                                【1月】七人传奇：戒律的复活00【豌豆】           空灵雨迹   \n",
       "8274   【8月/生肉】OK K.O.! Let's Be Heroes S01E07-14【WEBR...      SerCom_KC   \n",
       "9393                     【4月】剑风传奇 Berserker 第二季 第04话【生肉】            莉莎娜   \n",
       "10970                              【生肉/OAD】亚尔斯兰战记 OAD 02          F宅字幕组   \n",
       "11456                  【SP】Joker Game SP02 BD特典下【DMG动漫国】             摇魂   \n",
       "11571                            【8月】七大罪 圣战的预兆 04【异域/完结】             卷毛   \n",
       "11572                         【生肉】七大罪：圣战的预兆 第4话(完结) 爱的形式       揍敌客家的小透明   \n",
       "11594                     【7月/完结】剑风传奇 Berserker 第12话【生肉】            莉莎娜   \n",
       "11643                               【8月】七大罪 圣战的预兆 03【异域】             卷毛   \n",
       "11645                             【生肉】七大罪：圣战的预兆 第3话 追赶初恋       揍敌客家的小透明   \n",
       "11665                        【7月】剑风传奇 Berserker 第11话【生肉】            莉莎娜   \n",
       "11719                               【8月】七大罪 圣战的预兆 02【异域】             卷毛   \n",
       "11720                               【8月】七大罪 圣战的预兆 02【异域】             卷毛   \n",
       "11721                           【生肉】七大罪：圣战的预兆 第2话 两人的打架祭       揍敌客家的小透明   \n",
       "11745                        【7月】剑风传奇 Berserker 第10话【生肉】            莉莎娜   \n",
       "11797                               【8月】七大罪 圣战的预兆 01【异域】             卷毛   \n",
       "11799                          【生肉】七大罪：圣战的预兆 第1话 黑色之梦的开始       揍敌客家的小透明   \n",
       "11818                        【7月】剑风传奇 Berserker 第09话【生肉】            莉莎娜   \n",
       "11875                          【OVA】高达创战者 Try 岛上战争【官方字幕】   让巴尔的男朋友Lilje   \n",
       "11891                        【7月】剑风传奇 Berserker 第08话【生肉】            莉莎娜   \n",
       "11962                        【7月】剑风传奇 Berserker 第07话【生肉】            莉莎娜   \n",
       "12038                        【7月】剑风传奇 Berserker 第06话【生肉】            莉莎娜   \n",
       "12111                        【SP】Joker Game SP01【DMG动漫国】             卷毛   \n",
       "12141                             【3月】小小宠物店 S03E12【熟肉中字】  曾经逝去de繁华Quasi   \n",
       "12171                                        【机器鸡】S07E13            机器鸡   \n",
       "12192                        【7月】剑风传奇 Berserker 第04话【生肉】            莉莎娜   \n",
       "12226  【剧场版】High☆Speed! - Free! Starting Days-【幻樱/1080P】        施主您菊花松了   \n",
       "12348                        【7月】剑风传奇 Berserker 第02话【生肉】            莉莎娜   \n",
       "12355  【11月/美国/生肉】 Adventure Time S07E37  - Daddy Dau...           梦的启迪   \n",
       "...                                                  ...            ...   \n",
       "26185                                   【SABER】魔法禁书目录Ⅱ03         saber酱   \n",
       "26186                            【7月新番】传说中勇者的传说#16话【DMG】           御坂御坂   \n",
       "26206                                   【SABER】魔法禁书目录Ⅱ02         saber酱   \n",
       "26207                              【10月】吊带袜天使 第3话【TD字幕组】          投影消逝中   \n",
       "26229                                【SABER字幕组】魔法禁书目录Ⅱ01         saber酱   \n",
       "26249                              【7月新番】传说中勇者的传说#14【漫游】           御坂御坂   \n",
       "26256                             【7月新番】传说中勇者的传说#13【DMG】           御坂御坂   \n",
       "26261                                  [完结][七月]强袭魔女II-12         Fljsky   \n",
       "26273                                      [七月]强袭魔女II-11         Fljsky   \n",
       "26288                                      [七月]强袭魔女II-10         Fljsky   \n",
       "26296                                [7月新番]传说中的勇者的传说 10话           御坂御坂   \n",
       "26301                                      [七月]强袭魔女II-09         Fljsky   \n",
       "26306                                   【DMG】传说中的勇者的传说09           御坂御坂   \n",
       "26311                                      [七月]强袭魔女II-08         Fljsky   \n",
       "26323                                      [七月]强袭魔女II-07         Fljsky   \n",
       "26329                               【7月】传说中勇者的传说 07【DMG】            电磁炉   \n",
       "26334                                      [七月]强袭魔女II-06         Fljsky   \n",
       "26344                               【7月】传说中勇者的传说 06【DMG】            电磁炉   \n",
       "26348                                     [七月]强袭魔女第二季第五集         Fljsky   \n",
       "26356                               【7月】传说中勇者的传说 05【DMG】            电磁炉   \n",
       "26359                                      [七月]强袭魔女II_04         Fljsky   \n",
       "26367                               【7月】传说中勇者的传说 04【DMG】            电磁炉   \n",
       "26370                                   [七月新番]强袭魔女第二季第三集         Fljsky   \n",
       "26379                               【7月】传说中勇者的传说 03【DMG】            电磁炉   \n",
       "26396                                  [七月新番]强袭魔女II_1_极影         Fljsky   \n",
       "26411                          【7月补番】天降小KK DVD DC版 真正的结局          鈴科百合子   \n",
       "26452                              【4月】无法逃离的背叛 05【漫游PSS】           陌如夏树   \n",
       "26458                              【4月】无法逃离的背叛 03【漫游PSS】           陌如夏树   \n",
       "26514                                          勇者斗恶龙真人电影           水之决策   \n",
       "26525                                【1月新番】[HKG]淑女×管家2-3          愛在二次元   \n",
       "\n",
       "                     上传日期  观看次数      弹幕  reply     收藏     投币    分享   喜欢  不喜欢  \\\n",
       "6129  2018-02-04 17:21:36    -1      74     72    187     63    44  212    0   \n",
       "6456  2018-01-06 16:35:00    -1     981    564   1621    649   799  596    0   \n",
       "8274  2017-08-10 12:36:55    -1      33     11     37     10     4    1    0   \n",
       "9393  2017-04-22 03:44:03    -1      21     16     20      7    75    1    0   \n",
       "10970 2016-11-11 13:26:47    -1      53     20     76     18     7    0    0   \n",
       "11456 2016-09-30 21:50:03    -1     387    217    812    293   124    3    0   \n",
       "11571 2016-09-18 22:19:53    -1    1243    264   1211    271   110   17    0   \n",
       "11572 2016-09-18 18:19:49    -1     306     37     60      9     6    0    0   \n",
       "11594 2016-09-16 23:33:59    -1     328     90     81     34     7    2    0   \n",
       "11643 2016-09-11 22:42:34    -1    1633    216   1379    278   142   13    0   \n",
       "11645 2016-09-11 20:11:28    -1     199     32     67     11     7    0    0   \n",
       "11665 2016-09-10 00:02:08    -1     164     44     25     16     5    0    0   \n",
       "11719 2016-09-04 22:15:34    -1    1942    361   1909    418   190   12    0   \n",
       "11720 2016-09-04 22:15:34    -1    1942    361   1909    418   190   12    0   \n",
       "11721 2016-09-04 17:57:41    -1     251     50     59     21    15    0    0   \n",
       "11745 2016-09-03 00:04:52    -1     175     29     22     27     3    1    0   \n",
       "11797 2016-08-28 22:30:49    -1    2760    794   3773    807   717   24    0   \n",
       "11799 2016-08-28 19:07:35    -1     943    165    283     86    89    0    0   \n",
       "11818 2016-08-27 00:40:07    -1     100     28     36     12     5    0    0   \n",
       "11875 2016-08-21 18:17:46    -1    7276    911   5861    676   532  340    0   \n",
       "11891 2016-08-20 09:08:04    -1      32     21     26      6     5    0    0   \n",
       "11962 2016-08-13 04:44:34    -1      57     23     32     14     7    1    0   \n",
       "12038 2016-08-06 00:47:56    -1     223     42     51     25    11    0    0   \n",
       "12111 2016-07-30 14:52:33    -1     602    440    851    345   214    3    0   \n",
       "12141 2016-07-27 20:38:45    -1       5      3     13      3     3    1    0   \n",
       "12171 2016-07-24 23:24:16    -1     411     98    161    412    50   23    0   \n",
       "12192 2016-07-23 02:28:34    -1     365     55     39     24     7    1    0   \n",
       "12226 2016-07-20 05:34:33    -1  143222  10719  43483  14058  7968  566    0   \n",
       "12348 2016-07-08 23:03:36    -1     460    128    137     39    13    2    0   \n",
       "12355 2016-07-08 10:13:57    -1      67     53     86     26     9    4    0   \n",
       "...                   ...   ...     ...    ...    ...    ...   ...  ...  ...   \n",
       "26185 2010-10-23 09:51:37    -1    3810    117     66      2     5    1    0   \n",
       "26186 2010-10-23 00:48:30    -1     712     39     10      1     4    0    0   \n",
       "26206 2010-10-16 21:10:09    -1    5296    133     94      5     5    1    0   \n",
       "26207 2010-10-16 15:20:14    -1   15740    472    358    344   472   24    0   \n",
       "26229 2010-10-09 19:08:48    -1    8603    256    454     57    22   17    0   \n",
       "26249 2010-10-02 00:11:58    -1     891     36     10      2    11    0    0   \n",
       "26256 2010-09-24 22:55:27    -1    1406     34     10      0     0    0    0   \n",
       "26261 2010-09-23 11:45:53    -1    1398     30     27      3     3    2    0   \n",
       "26273 2010-09-16 18:12:11    -1     852      8     10      0     5    0    0   \n",
       "26288 2010-09-09 21:38:21    -1     940     20     18      1     6    2    0   \n",
       "26296 2010-09-04 01:28:09    -1    1407     18      6      1     3    1    0   \n",
       "26301 2010-09-02 18:04:52    -1    1024      7     18      5     3    2    0   \n",
       "26306 2010-08-27 20:53:08    -1    1357     19     17      4    44    2    0   \n",
       "26311 2010-08-26 11:00:45    -1    1129     22     18      0     4    0    0   \n",
       "26323 2010-08-19 13:08:11    -1     756     24     15      1     2    0    0   \n",
       "26329 2010-08-13 16:16:15    -1    1418     32     13      9     8    1    0   \n",
       "26334 2010-08-12 11:56:02    -1    1368     48     67     23     9    2    0   \n",
       "26344 2010-08-06 15:58:36    -1    1306     43     21     10     4    5    0   \n",
       "26348 2010-08-05 16:54:26    -1     850     17     17      2     2    3    0   \n",
       "26356 2010-07-30 18:58:12    -1    1356     20     19     17     6    2    0   \n",
       "26359 2010-07-29 11:37:23    -1     865     11     11      2     8    4    0   \n",
       "26367 2010-07-23 12:32:55    -1    1474     19     23      7     2    0    0   \n",
       "26370 2010-07-22 17:56:11    -1     849     13     17      3     5    0    0   \n",
       "26379 2010-07-16 21:29:03    -1    1560     22     38     27   135    5    0   \n",
       "26396 2010-07-08 12:25:38    -1     849     33     35      5     3    4    0   \n",
       "26411 2010-06-29 17:59:22    -1     954     17     61      5     3    4    0   \n",
       "26452 2010-05-11 11:02:16    -1      20     14     13      2     5    3    0   \n",
       "26458 2010-05-07 16:33:30    -1      18      3     10      0     2    1    0   \n",
       "26514 2010-02-10 12:46:16    -1       2     14     24      5     4    1    0   \n",
       "26525 2010-01-28 16:35:42    -1      46     25     56      2     5    3    0   \n",
       "\n",
       "       现在排名  他的排名    标签                                                 描述  \n",
       "6129      0     0  连载动画             直传\\n这次是石头的主场，算是系统性的捋了一下来龙去脉，可惜石头的女声没有啊  \n",
       "6456      0     0  连载动画                                直传\\n七人传奇，前情介绍，团长你好~  \n",
       "8274      0     0  连载动画  美亚自压\\n\\n请关注官方微信公众号、新浪微博【卡通频道CartoonNetwork】参与活...  \n",
       "9393      0     0  连载动画                            ベルセルク\\n(第2期) 16話 「獣鬼の森」  \n",
       "10970     0     0  连载动画                                     直传 亚尔斯兰战记外传，呵呵  \n",
       "11456     0     0  连载动画  BD BOX下卷特典「黒猫ヨルの冒険」\\n上卷sp01av5563790/\\n番外广播剧 0...  \n",
       "11571     0     0  连载动画                   敢问阁下 您看到我会发光的○○了吗？ 下季度有缘再见~萨拉巴达。  \n",
       "11572     0     0  连载动画                      高!瑟!大!美!人!!!\\n不多说了你们慢慢看(∩v-*)  \n",
       "11594     0     0  连载动画                             百度 12(終) 「すがるもの、もがくもの」  \n",
       "11643     0     0  连载动画                                 不妨跟我游个泳，然后，一起睡一天吧。  \n",
       "11645     0     0  连载动画                        唉 真可怜(´･ω･`)\\n下礼拜最终拉拉拉拉～～～～  \n",
       "11665     0     0  连载动画                                  百度 \\r\\n11 「イデアの影」  \n",
       "11719     0     0  连载动画                         感觉我不是看来剧情的，宇宙中充满了质子中子以及...  \n",
       "11720     0     0  连载动画                         感觉我不是看来剧情的，宇宙中充满了质子中子以及...  \n",
       "11721     0     0  连载动画            豪瑟终于和金干上了(　´､ゝ`)(别听他胡说\\n话说你们不觉得封面似曾....  \n",
       "11745     0     0  连载动画                             百度 \\r\\n10 「ヘルス・エンジェルス」  \n",
       "11797     0     0  连载动画                                               #01   \n",
       "11799     0     0  连载动画  《七大罪 圣战的预兆》是电视动画《七大罪》的外传特别篇，改编自铃木央的漫画《七大罪》。\\n2...  \n",
       "11818     0     0  连载动画                              百度 \\r\\n09 「亡者の血流」\\r\\n  \n",
       "11875     0     0  连载动画                                     YouTube 高达bfSP  \n",
       "11891     0     0  连载动画                                     百度  08 「魔窟の再会」  \n",
       "11962     0     0  连载动画                                  百度 \\r\\n 07 「黒き魔女」  \n",
       "12038     0     0  连载动画                               百度  \\r\\n06 「火あぶりの夜宴」  \n",
       "12111     0     0  连载动画                                    SP01 喵星人的视角←_←   \n",
       "12141     0     0  连载动画                         乐视 考拉们的冒然拜访，又会给宠物店里带给什么麻烦？  \n",
       "12171     0     0  连载动画  KAT 还记得我是谁吗？对，我就是失踪的人口。话说KAT这个种子站崩了呢，还好我都下下来了但...  \n",
       "12192     0     0  连载动画                                         百度 04 「啓示」  \n",
       "12226     0     0  连载动画  ox星~ 【BD自购 转载请注明字幕组】感谢@二羽鹤 的友情协助~ 夏天到了！阳光！游泳！全...  \n",
       "12348     0     0  连载动画                            换源720P \\r\\n02話「 聖鉄鎖騎士団」  \n",
       "12355     0     0  连载动画  CN Jake用自己的一块指骨作为交换，请Charlie和他一同参加Card War锦标赛。...  \n",
       "...     ...   ...   ...                                                ...  \n",
       "26185     0     0  连载动画  魔法禁书目录 SABER字幕组出品 当妈必须死 电磁炮百合主义万岁~~\\(^_^)/~~ P...  \n",
       "26186     0     0  连载动画                                              DMG 困  \n",
       "26206     0     0  连载动画       魔法禁书目录 SABER字幕组出品 当妈必须死 电磁炮百合主义万岁~~\\(^_^)/~~  \n",
       "26207     0     0  连载动画                           这么糟糕的第3集没问题么~ 大丈夫だ 問題ない！  \n",
       "26229     0     0  连载动画       魔法禁书目录 SABER字幕组出品 当妈必须死 电磁炮百合主义万岁~~\\(^_^)/~~  \n",
       "26249     0     0  连载动画                                       漫游 这次DMG比较慢啊  \n",
       "26256     0     0  连载动画                                     DMG 你们有呕吐反应了么？  \n",
       "26261     0     0  连载动画                                         基影 完结撒花~~~  \n",
       "26273     0     0  连载动画                                             基影 =。=  \n",
       "26288     0     0  连载动画                               基影 每一话都要想个简介很伤脑筋阿。。。  \n",
       "26296     0     0  连载动画                                      QQ 嘛，开学，报道，注册  \n",
       "26301     0     0  连载动画                                      基影 wlk~~wlk~~  \n",
       "26306     0     0  连载动画              DMG的源各种奇怪，搞到现在还压不出满意的，大家将就一下，等我取到好源就换  \n",
       "26311     0     0  连载动画                                             基影 -_-  \n",
       "26323     0     0  连载动画                                基影 教练。。。什么时候开放瓢虫种族？  \n",
       "26329     0     0  连载动画                                         勇者什么的 都是传说  \n",
       "26334     0     0  连载动画                                          基影 。。。。。。  \n",
       "26344     0     0  连载动画                                      BISHI妹妹 我想看视频  \n",
       "26348     0     0  连载动画                                      基影 投影你是个好人。。。  \n",
       "26356     0     0  连载动画                                  郁闷 最近网络渣到投稿都困难了，唉  \n",
       "26359     0     0  连载动画                                   极影 话说你们还有节操么。。。。  \n",
       "26367     0     0  连载动画                                              困 午睡去  \n",
       "26370     0     0  连载动画                                 KTXP 极影 我讨厌迅雷 。。。。  \n",
       "26379     0     0  连载动画                                        电脑悲剧了 发晚了抱歉  \n",
       "26396     0     0  连载动画                                     11区 飞天小KK，一库哟！  \n",
       "26411     0     0  连载动画  在DVD第7卷里除了TV13话还有一个DC版，补足剧情长达6分钟，最重要的是补完了TV13话...  \n",
       "26452     0     0  连载动画                                   Story 5「新たな出逢い 」  \n",
       "26458     0     0  连载动画                                  Story 3「ワルプルギスの夜」  \n",
       "26514     0     0  连载动画        勇者斗恶龙 DQ 真人 电影 为了惩罚邪恶的存在，主角经过艰苦的训练最后把......  \n",
       "26525     0     0  连载动画                                    1P2P第2话，3P4P第3话  \n",
       "\n",
       "[1044 rows x 17 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看观看次数是-1的番剧是哪些\n",
    "data[-1 == data['观看次数']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看了下，都没有搜到，估计是因为版权或者其他问题，下架了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(data[-1 == data['观看次数']].index, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                                       0\n",
       "av号                                            618\n",
       "标题             【10月/子供向】勇敢节奏 (Brave Beats)04【自制字幕】\n",
       "up主                                       00000lsr\n",
       "上传日期                           2009-10-06 11:29:23\n",
       "观看次数                                            35\n",
       "弹幕                                               0\n",
       "reply                                            0\n",
       "收藏                                               0\n",
       "投币                                               0\n",
       "分享                                               0\n",
       "喜欢                                               0\n",
       "不喜欢                                              0\n",
       "现在排名                                             0\n",
       "他的排名                                             0\n",
       "标签                                            连载动画\n",
       "dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 再次确认一下\n",
    "data.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 因为保存的时候，没有将 index 设置为 False, 所以多了个一列,现在删除这一列\n",
    "data.drop(\"Unnamed: 0\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3 简单分析\n",
    "#### 3.1 查看大致信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>av号</th>\n",
       "      <th>观看次数</th>\n",
       "      <th>弹幕</th>\n",
       "      <th>reply</th>\n",
       "      <th>收藏</th>\n",
       "      <th>投币</th>\n",
       "      <th>分享</th>\n",
       "      <th>喜欢</th>\n",
       "      <th>不喜欢</th>\n",
       "      <th>现在排名</th>\n",
       "      <th>他的排名</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.549400e+04</td>\n",
       "      <td>2.549400e+04</td>\n",
       "      <td>2.549400e+04</td>\n",
       "      <td>25494.000000</td>\n",
       "      <td>25494.000000</td>\n",
       "      <td>25494.000000</td>\n",
       "      <td>25494.000000</td>\n",
       "      <td>25494.000000</td>\n",
       "      <td>25494.0</td>\n",
       "      <td>25494.0</td>\n",
       "      <td>25494.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.139694e+07</td>\n",
       "      <td>4.102826e+05</td>\n",
       "      <td>1.145440e+04</td>\n",
       "      <td>1122.950263</td>\n",
       "      <td>295.312230</td>\n",
       "      <td>1400.968502</td>\n",
       "      <td>538.353456</td>\n",
       "      <td>112.109673</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.070605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.401093e+07</td>\n",
       "      <td>1.294902e+06</td>\n",
       "      <td>3.859775e+04</td>\n",
       "      <td>4232.398005</td>\n",
       "      <td>2060.407402</td>\n",
       "      <td>6354.903280</td>\n",
       "      <td>3193.736187</td>\n",
       "      <td>596.529546</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>159.260612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.180000e+02</td>\n",
       "      <td>3.500000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.567688e+05</td>\n",
       "      <td>4.124000e+03</td>\n",
       "      <td>6.000000e+01</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.749632e+06</td>\n",
       "      <td>2.185300e+04</td>\n",
       "      <td>5.150000e+02</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.825689e+07</td>\n",
       "      <td>2.063402e+05</td>\n",
       "      <td>5.308750e+03</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>132.000000</td>\n",
       "      <td>416.000000</td>\n",
       "      <td>133.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.321971e+07</td>\n",
       "      <td>3.928869e+07</td>\n",
       "      <td>1.224057e+06</td>\n",
       "      <td>143690.000000</td>\n",
       "      <td>144387.000000</td>\n",
       "      <td>215425.000000</td>\n",
       "      <td>212248.000000</td>\n",
       "      <td>57974.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>999.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                av号          观看次数            弹幕          reply             收藏  \\\n",
       "count  2.549400e+04  2.549400e+04  2.549400e+04   25494.000000   25494.000000   \n",
       "mean   1.139694e+07  4.102826e+05  1.145440e+04    1122.950263     295.312230   \n",
       "std    1.401093e+07  1.294902e+06  3.859775e+04    4232.398005    2060.407402   \n",
       "min    6.180000e+02  3.500000e+01  0.000000e+00       0.000000       0.000000   \n",
       "25%    6.567688e+05  4.124000e+03  6.000000e+01      11.000000       7.000000   \n",
       "50%    4.749632e+06  2.185300e+04  5.150000e+02      55.000000      29.000000   \n",
       "75%    1.825689e+07  2.063402e+05  5.308750e+03     499.000000     132.000000   \n",
       "max    5.321971e+07  3.928869e+07  1.224057e+06  143690.000000  144387.000000   \n",
       "\n",
       "                  投币             分享            喜欢      不喜欢     现在排名  \\\n",
       "count   25494.000000   25494.000000  25494.000000  25494.0  25494.0   \n",
       "mean     1400.968502     538.353456    112.109673      0.0      0.0   \n",
       "std      6354.903280    3193.736187    596.529546      0.0      0.0   \n",
       "min         0.000000       0.000000      0.000000      0.0      0.0   \n",
       "25%         4.000000       5.000000      0.000000      0.0      0.0   \n",
       "50%        32.000000      16.000000      3.000000      0.0      0.0   \n",
       "75%       416.000000     133.000000     39.000000      0.0      0.0   \n",
       "max    215425.000000  212248.000000  57974.000000      0.0      0.0   \n",
       "\n",
       "               他的排名  \n",
       "count  25494.000000  \n",
       "mean      53.070605  \n",
       "std      159.260612  \n",
       "min        0.000000  \n",
       "25%        0.000000  \n",
       "50%        0.000000  \n",
       "75%        0.000000  \n",
       "max      999.000000  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看一下统计\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>av号</th>\n",
       "      <th>观看次数</th>\n",
       "      <th>弹幕</th>\n",
       "      <th>reply</th>\n",
       "      <th>收藏</th>\n",
       "      <th>投币</th>\n",
       "      <th>分享</th>\n",
       "      <th>喜欢</th>\n",
       "      <th>不喜欢</th>\n",
       "      <th>现在排名</th>\n",
       "      <th>他的排名</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>av号</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.066836</td>\n",
       "      <td>-0.008746</td>\n",
       "      <td>0.121046</td>\n",
       "      <td>-0.029684</td>\n",
       "      <td>0.148785</td>\n",
       "      <td>0.082278</td>\n",
       "      <td>0.250695</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.239592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>观看次数</th>\n",
       "      <td>0.066836</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.792596</td>\n",
       "      <td>0.777280</td>\n",
       "      <td>0.210907</td>\n",
       "      <td>0.761913</td>\n",
       "      <td>0.742320</td>\n",
       "      <td>0.214715</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.087126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>弹幕</th>\n",
       "      <td>-0.008746</td>\n",
       "      <td>0.792596</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.716756</td>\n",
       "      <td>0.209896</td>\n",
       "      <td>0.633528</td>\n",
       "      <td>0.551564</td>\n",
       "      <td>0.128143</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.076660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reply</th>\n",
       "      <td>0.121046</td>\n",
       "      <td>0.777280</td>\n",
       "      <td>0.716756</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.167878</td>\n",
       "      <td>0.761832</td>\n",
       "      <td>0.675914</td>\n",
       "      <td>0.244197</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.079098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>收藏</th>\n",
       "      <td>-0.029684</td>\n",
       "      <td>0.210907</td>\n",
       "      <td>0.209896</td>\n",
       "      <td>0.167878</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.172728</td>\n",
       "      <td>0.257863</td>\n",
       "      <td>0.584862</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.015390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>投币</th>\n",
       "      <td>0.148785</td>\n",
       "      <td>0.761913</td>\n",
       "      <td>0.633528</td>\n",
       "      <td>0.761832</td>\n",
       "      <td>0.172728</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.717654</td>\n",
       "      <td>0.299954</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.067848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>分享</th>\n",
       "      <td>0.082278</td>\n",
       "      <td>0.742320</td>\n",
       "      <td>0.551564</td>\n",
       "      <td>0.675914</td>\n",
       "      <td>0.257863</td>\n",
       "      <td>0.717654</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.310544</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.050467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>喜欢</th>\n",
       "      <td>0.250695</td>\n",
       "      <td>0.214715</td>\n",
       "      <td>0.128143</td>\n",
       "      <td>0.244197</td>\n",
       "      <td>0.584862</td>\n",
       "      <td>0.299954</td>\n",
       "      <td>0.310544</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.057481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>不喜欢</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>现在排名</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>他的排名</th>\n",
       "      <td>-0.239592</td>\n",
       "      <td>-0.087126</td>\n",
       "      <td>-0.076660</td>\n",
       "      <td>-0.079098</td>\n",
       "      <td>-0.015390</td>\n",
       "      <td>-0.067848</td>\n",
       "      <td>-0.050467</td>\n",
       "      <td>-0.057481</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            av号      观看次数        弹幕     reply        收藏        投币        分享  \\\n",
       "av号    1.000000  0.066836 -0.008746  0.121046 -0.029684  0.148785  0.082278   \n",
       "观看次数   0.066836  1.000000  0.792596  0.777280  0.210907  0.761913  0.742320   \n",
       "弹幕    -0.008746  0.792596  1.000000  0.716756  0.209896  0.633528  0.551564   \n",
       "reply  0.121046  0.777280  0.716756  1.000000  0.167878  0.761832  0.675914   \n",
       "收藏    -0.029684  0.210907  0.209896  0.167878  1.000000  0.172728  0.257863   \n",
       "投币     0.148785  0.761913  0.633528  0.761832  0.172728  1.000000  0.717654   \n",
       "分享     0.082278  0.742320  0.551564  0.675914  0.257863  0.717654  1.000000   \n",
       "喜欢     0.250695  0.214715  0.128143  0.244197  0.584862  0.299954  0.310544   \n",
       "不喜欢         NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
       "现在排名        NaN       NaN       NaN       NaN       NaN       NaN       NaN   \n",
       "他的排名  -0.239592 -0.087126 -0.076660 -0.079098 -0.015390 -0.067848 -0.050467   \n",
       "\n",
       "             喜欢  不喜欢  现在排名      他的排名  \n",
       "av号    0.250695  NaN   NaN -0.239592  \n",
       "观看次数   0.214715  NaN   NaN -0.087126  \n",
       "弹幕     0.128143  NaN   NaN -0.076660  \n",
       "reply  0.244197  NaN   NaN -0.079098  \n",
       "收藏     0.584862  NaN   NaN -0.015390  \n",
       "投币     0.299954  NaN   NaN -0.067848  \n",
       "分享     0.310544  NaN   NaN -0.050467  \n",
       "喜欢     1.000000  NaN   NaN -0.057481  \n",
       "不喜欢         NaN  NaN   NaN       NaN  \n",
       "现在排名        NaN  NaN   NaN       NaN  \n",
       "他的排名  -0.057481  NaN   NaN  1.000000  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 看一下各数据的相关性\n",
    "data.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "发现 观看次数 弹幕 reply(评论) 投币 分享 都是有蛮大的相关性。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.2 简单分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>av号</th>\n",
       "      <th>标题</th>\n",
       "      <th>上传日期</th>\n",
       "      <th>观看次数</th>\n",
       "      <th>弹幕</th>\n",
       "      <th>reply</th>\n",
       "      <th>收藏</th>\n",
       "      <th>投币</th>\n",
       "      <th>分享</th>\n",
       "      <th>喜欢</th>\n",
       "      <th>不喜欢</th>\n",
       "      <th>现在排名</th>\n",
       "      <th>他的排名</th>\n",
       "      <th>标签</th>\n",
       "      <th>描述</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>up主</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>哔哩哔哩番剧</th>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6950</td>\n",
       "      <td>6911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小清水亜美</th>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "      <td>3218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TV-TOKYO</th>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "      <td>1392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>空灵雨迹</th>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "      <td>690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>八云境界</th>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>哔哩哔哩番剧出差</th>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>施主您菊花松了</th>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "      <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hello1z</th>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>喜欢拉面</th>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "      <td>273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>岩浆怪物</th>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "      <td>260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无所事事青叶酱</th>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>心若荒芜</th>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hungry小浩纸</th>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电磁炉</th>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>219</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>后会无期的面面</th>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>荣耀时空字幕工作室</th>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>川岛薄荷</th>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "      <td>197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>真鱼</th>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "      <td>188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>莉莎娜</th>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>坂上智代</th>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>夏日幻听</th>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天野雪輝</th>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>存在感为零的人</th>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鈴科百合子</th>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>腾讯动漫</th>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shiki酱゛</th>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>喜欢动画片</th>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SR新兰</th>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>坂田楠雄</th>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>粵睇粵有味</th>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>咲照</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>和菓子わがし</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>启人</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>后圣域传说</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>奈落·绅士</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lucas551</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>悲伤之</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宇治MC抹茶</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>悠悠百树</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kaku_Itaru</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kasuming</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>心之渊</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微風吹動的喵耳朵</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>异度神教</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LTZZ-K904</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>平そそぐ</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>帝王毒刃</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>布丁好吃喔</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lestat伯爵</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Link_InTheWild</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>岡坂日川_Ver2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>岁月常歌</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>屯屯子</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小鯊鲨</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小虎SDoIC</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小熊维尼大佬</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小强凌凌柒</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小哆啦AC</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>將陵僚</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙崎礼奈</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>763 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 av号    标题  上传日期  观看次数    弹幕  reply    收藏    投币    分享    喜欢  \\\n",
       "up主                                                                           \n",
       "哔哩哔哩番剧          6950  6950  6950  6950  6950   6950  6950  6950  6950  6950   \n",
       "小清水亜美           3218  3218  3218  3218  3218   3218  3218  3218  3218  3218   \n",
       "TV-TOKYO        1392  1392  1392  1392  1392   1392  1392  1392  1392  1392   \n",
       "空灵雨迹             690   690   690   690   690    690   690   690   690   690   \n",
       "八云境界             565   565   565   565   565    565   565   565   565   565   \n",
       "哔哩哔哩番剧出差         523   523   523   523   523    523   523   523   523   523   \n",
       "施主您菊花松了          352   352   352   352   352    352   352   352   352   352   \n",
       "hello1z          331   331   331   331   331    331   331   331   331   331   \n",
       "喜欢拉面             273   273   273   273   273    273   273   273   273   273   \n",
       "岩浆怪物             260   260   260   260   260    260   260   260   260   260   \n",
       "无所事事青叶酱          256   256   256   256   256    256   256   256   256   256   \n",
       "心若荒芜             234   234   234   234   234    234   234   234   234   234   \n",
       "hungry小浩纸        227   227   227   227   227    227   227   227   227   227   \n",
       "电磁炉              219   219   219   219   219    219   219   219   219   219   \n",
       "后会无期的面面          199   199   199   199   199    199   199   199   199   199   \n",
       "荣耀时空字幕工作室        198   198   198   198   198    198   198   198   198   198   \n",
       "川岛薄荷             197   197   197   197   197    197   197   197   197   197   \n",
       "真鱼               188   188   188   188   188    188   188   188   188   188   \n",
       "莉莎娜              173   173   173   173   173    173   173   173   173   173   \n",
       "坂上智代            170   170   170   170   170    170   170   170   170   170   \n",
       "夏日幻听             166   166   166   166   166    166   166   166   166   166   \n",
       "天野雪輝             166   166   166   166   166    166   166   166   166   166   \n",
       "存在感为零的人          158   158   158   158   158    158   158   158   158   158   \n",
       "鈴科百合子            140   140   140   140   140    140   140   140   140   140   \n",
       "腾讯动漫             134   134   134   134   134    134   134   134   134   134   \n",
       "Shiki酱゛          130   130   130   130   130    130   130   130   130   130   \n",
       "喜欢动画片            123   123   123   123   123    123   123   123   123   123   \n",
       "SR新兰             116   116   116   116   116    116   116   116   116   116   \n",
       "坂田楠雄             114   114   114   114   114    114   114   114   114   114   \n",
       "粵睇粵有味            108   108   108   108   108    108   108   108   108   108   \n",
       "...              ...   ...   ...   ...   ...    ...   ...   ...   ...   ...   \n",
       "咲照                 1     1     1     1     1      1     1     1     1     1   \n",
       "和菓子わがし             1     1     1     1     1      1     1     1     1     1   \n",
       "启人                 1     1     1     1     1      1     1     1     1     1   \n",
       "后圣域传说              1     1     1     1     1      1     1     1     1     1   \n",
       "奈落·绅士              1     1     1     1     1      1     1     1     1     1   \n",
       "Lucas551           1     1     1     1     1      1     1     1     1     1   \n",
       "悲伤之                1     1     1     1     1      1     1     1     1     1   \n",
       "宇治MC抹茶             1     1     1     1     1      1     1     1     1     1   \n",
       "悠悠百树               1     1     1     1     1      1     1     1     1     1   \n",
       "Kaku_Itaru         1     1     1     1     1      1     1     1     1     1   \n",
       "Kasuming           1     1     1     1     1      1     1     1     1     1   \n",
       "心之渊                1     1     1     1     1      1     1     1     1     1   \n",
       "微風吹動的喵耳朵           1     1     1     1     1      1     1     1     1     1   \n",
       "异度神教               1     1     1     1     1      1     1     1     1     1   \n",
       "LTZZ-K904          1     1     1     1     1      1     1     1     1     1   \n",
       "平そそぐ               1     1     1     1     1      1     1     1     1     1   \n",
       "帝王毒刃               1     1     1     1     1      1     1     1     1     1   \n",
       "布丁好吃喔              1     1     1     1     1      1     1     1     1     1   \n",
       "Lestat伯爵           1     1     1     1     1      1     1     1     1     1   \n",
       "Link_InTheWild     1     1     1     1     1      1     1     1     1     1   \n",
       "岡坂日川_Ver2          1     1     1     1     1      1     1     1     1     1   \n",
       "岁月常歌               1     1     1     1     1      1     1     1     1     1   \n",
       "屯屯子                1     1     1     1     1      1     1     1     1     1   \n",
       "小鯊鲨                1     1     1     1     1      1     1     1     1     1   \n",
       "小虎SDoIC            1     1     1     1     1      1     1     1     1     1   \n",
       "小熊维尼大佬             1     1     1     1     1      1     1     1     1     1   \n",
       "小强凌凌柒              1     1     1     1     1      1     1     1     1     1   \n",
       "小哆啦AC              1     1     1     1     1      1     1     1     1     1   \n",
       "將陵僚                1     1     1     1     1      1     1     1     1     1   \n",
       "龙崎礼奈               1     1     1     1     1      1     1     1     1     1   \n",
       "\n",
       "                 不喜欢  现在排名  他的排名    标签    描述  \n",
       "up主                                           \n",
       "哔哩哔哩番剧          6950  6950  6950  6950  6911  \n",
       "小清水亜美           3218  3218  3218  3218  3218  \n",
       "TV-TOKYO        1392  1392  1392  1392  1392  \n",
       "空灵雨迹             690   690   690   690   690  \n",
       "八云境界             565   565   565   565   565  \n",
       "哔哩哔哩番剧出差         523   523   523   523   523  \n",
       "施主您菊花松了          352   352   352   352   352  \n",
       "hello1z          331   331   331   331   331  \n",
       "喜欢拉面             273   273   273   273   273  \n",
       "岩浆怪物             260   260   260   260   260  \n",
       "无所事事青叶酱          256   256   256   256   256  \n",
       "心若荒芜             234   234   234   234   234  \n",
       "hungry小浩纸        227   227   227   227   227  \n",
       "电磁炉              219   219   219   219   218  \n",
       "后会无期的面面          199   199   199   199   199  \n",
       "荣耀时空字幕工作室        198   198   198   198   198  \n",
       "川岛薄荷             197   197   197   197   197  \n",
       "真鱼               188   188   188   188   188  \n",
       "莉莎娜              173   173   173   173   173  \n",
       "坂上智代            170   170   170   170   170  \n",
       "夏日幻听             166   166   166   166   166  \n",
       "天野雪輝             166   166   166   166   166  \n",
       "存在感为零的人          158   158   158   158   158  \n",
       "鈴科百合子            140   140   140   140   140  \n",
       "腾讯动漫             134   134   134   134   134  \n",
       "Shiki酱゛          130   130   130   130   130  \n",
       "喜欢动画片            123   123   123   123   123  \n",
       "SR新兰             116   116   116   116   116  \n",
       "坂田楠雄             114   114   114   114   114  \n",
       "粵睇粵有味            108   108   108   108   108  \n",
       "...              ...   ...   ...   ...   ...  \n",
       "咲照                 1     1     1     1     1  \n",
       "和菓子わがし             1     1     1     1     1  \n",
       "启人                 1     1     1     1     1  \n",
       "后圣域传说              1     1     1     1     1  \n",
       "奈落·绅士              1     1     1     1     1  \n",
       "Lucas551           1     1     1     1     1  \n",
       "悲伤之                1     1     1     1     1  \n",
       "宇治MC抹茶             1     1     1     1     1  \n",
       "悠悠百树               1     1     1     1     1  \n",
       "Kaku_Itaru         1     1     1     1     1  \n",
       "Kasuming           1     1     1     1     1  \n",
       "心之渊                1     1     1     1     1  \n",
       "微風吹動的喵耳朵           1     1     1     1     1  \n",
       "异度神教               1     1     1     1     1  \n",
       "LTZZ-K904          1     1     1     1     1  \n",
       "平そそぐ               1     1     1     1     1  \n",
       "帝王毒刃               1     1     1     1     1  \n",
       "布丁好吃喔              1     1     1     1     1  \n",
       "Lestat伯爵           1     1     1     1     1  \n",
       "Link_InTheWild     1     1     1     1     1  \n",
       "岡坂日川_Ver2          1     1     1     1     1  \n",
       "岁月常歌               1     1     1     1     1  \n",
       "屯屯子                1     1     1     1     1  \n",
       "小鯊鲨                1     1     1     1     1  \n",
       "小虎SDoIC            1     1     1     1     1  \n",
       "小熊维尼大佬             1     1     1     1     1  \n",
       "小强凌凌柒              1     1     1     1     1  \n",
       "小哆啦AC              1     1     1     1     1  \n",
       "將陵僚                1     1     1     1     1  \n",
       "龙崎礼奈               1     1     1     1     1  \n",
       "\n",
       "[763 rows x 15 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看up主投稿的数量\n",
    "data.groupby(\"up主\").count().sort_values(\"av号\", ascending=False)  # 根据up主投稿的数量排序"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "发现大致四分之一是哔哩哔哩本身发布的，排第二的则为「小清水亜美」，搬运了3218 集的番剧，第三位为东京电视台。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>av号</th>\n",
       "      <th>标题</th>\n",
       "      <th>up主</th>\n",
       "      <th>上传日期</th>\n",
       "      <th>观看次数</th>\n",
       "      <th>弹幕</th>\n",
       "      <th>reply</th>\n",
       "      <th>收藏</th>\n",
       "      <th>投币</th>\n",
       "      <th>分享</th>\n",
       "      <th>喜欢</th>\n",
       "      <th>不喜欢</th>\n",
       "      <th>现在排名</th>\n",
       "      <th>他的排名</th>\n",
       "      <th>标签</th>\n",
       "      <th>描述</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17515141</td>\n",
       "      <td>【2017剧场版】精灵宝可梦 就决定是你了！【枫叶】</td>\n",
       "      <td>真鱼</td>\n",
       "      <td>2017-12-23 10:20:05</td>\n",
       "      <td>3104195</td>\n",
       "      <td>125967</td>\n",
       "      <td>6504</td>\n",
       "      <td>144387</td>\n",
       "      <td>47301</td>\n",
       "      <td>47987</td>\n",
       "      <td>57974</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>摄影师参战！</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3741030</td>\n",
       "      <td>【剧场版】玻璃之花与崩坏的世界【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2016-02-03 13:51:56</td>\n",
       "      <td>2192878</td>\n",
       "      <td>41437</td>\n",
       "      <td>5312</td>\n",
       "      <td>129734</td>\n",
       "      <td>16054</td>\n",
       "      <td>9899</td>\n",
       "      <td>10943</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>原案：Physics Point《D.back up》\\r\\n\\r\\n导演：石浜真史\\r\\n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3025115</td>\n",
       "      <td>【剧场版】境界的彼方 -I'LL BE HERE- 未来篇【MGRTx幻之】</td>\n",
       "      <td>MGRT音花雪月</td>\n",
       "      <td>2015-10-07 17:22:47</td>\n",
       "      <td>1346812</td>\n",
       "      <td>81539</td>\n",
       "      <td>6064</td>\n",
       "      <td>89338</td>\n",
       "      <td>15452</td>\n",
       "      <td>4757</td>\n",
       "      <td>644</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>BDrip ,720P，现在做部片子成本太高，也不求贴吧的“大神”们在“大显神通”之前好好思...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10286846</td>\n",
       "      <td>【剧场版】3年E班 365天的时间【F宅】</td>\n",
       "      <td>空灵雨迹</td>\n",
       "      <td>2017-05-03 20:09:50</td>\n",
       "      <td>707842</td>\n",
       "      <td>42721</td>\n",
       "      <td>2560</td>\n",
       "      <td>76048</td>\n",
       "      <td>17368</td>\n",
       "      <td>6697</td>\n",
       "      <td>6478</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>直传\\nBD720P,字幕重制版。本质是个总集篇剧场版，加了一些新的镜头，哈哈，杀老师赛高。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>52016163</td>\n",
       "      <td>【1080P】剧场版 甲铁城的卡巴内瑞 海门决战【幻之字幕组】</td>\n",
       "      <td>幻之字幕組</td>\n",
       "      <td>2019-05-10 17:58:32</td>\n",
       "      <td>778949</td>\n",
       "      <td>14155</td>\n",
       "      <td>5500</td>\n",
       "      <td>70911</td>\n",
       "      <td>29453</td>\n",
       "      <td>14006</td>\n",
       "      <td>43213</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>◼️更新内容\\n·更新1080P整合片源\\n·修改部分翻译错误\\n感谢U3-Web提供片源\\...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2248298</td>\n",
       "      <td>【720P 剧场版】K MISSING KINGS【幻之】</td>\n",
       "      <td>施主您菊花松了</td>\n",
       "      <td>2015-04-23 09:58:52</td>\n",
       "      <td>2267943</td>\n",
       "      <td>178502</td>\n",
       "      <td>6951</td>\n",
       "      <td>60385</td>\n",
       "      <td>7727</td>\n",
       "      <td>1006</td>\n",
       "      <td>451</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>ox星~ 【BD自购自压 转载请注明字幕组】 安娜萝莉是我的www PS：热烈庆祝第二季10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4305747</td>\n",
       "      <td>【4月】在下坂本有何贵干？ 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2016-04-08 11:00:00</td>\n",
       "      <td>25595138</td>\n",
       "      <td>393373</td>\n",
       "      <td>62304</td>\n",
       "      <td>59118</td>\n",
       "      <td>94815</td>\n",
       "      <td>111022</td>\n",
       "      <td>336</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01 1年2班 坂本君</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20644431</td>\n",
       "      <td>【剧场版/1080P/中字】Code Geass 反叛的鲁路修 兴道【自制中字】</td>\n",
       "      <td>夏日幻听</td>\n",
       "      <td>2018-03-11 15:42:11</td>\n",
       "      <td>663936</td>\n",
       "      <td>22598</td>\n",
       "      <td>3395</td>\n",
       "      <td>57627</td>\n",
       "      <td>12047</td>\n",
       "      <td>9230</td>\n",
       "      <td>11241</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>BD自压~自加字幕\\n第三章 皇道：av33132323\\n第二章 叛道：av2538059...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>17848217</td>\n",
       "      <td>【12月/中文】Fate/Grand Order -Moonlight Lostroom-</td>\n",
       "      <td>小强凌凌柒</td>\n",
       "      <td>2018-01-01 11:49:10</td>\n",
       "      <td>664190</td>\n",
       "      <td>15155</td>\n",
       "      <td>4716</td>\n",
       "      <td>57542</td>\n",
       "      <td>23555</td>\n",
       "      <td>18409</td>\n",
       "      <td>13808</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>注：视频内容包含FGO第二部剧透\\n塩川母GN-z11探索字幕组 译制\\n片源：望月海棠 J...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3757745</td>\n",
       "      <td>【1080P/剧场版】伊藤计划-尸者的帝国【华盟字幕社×澄空学园字幕组】</td>\n",
       "      <td>Wai773</td>\n",
       "      <td>2016-02-05 08:09:05</td>\n",
       "      <td>1110093</td>\n",
       "      <td>39883</td>\n",
       "      <td>4718</td>\n",
       "      <td>50615</td>\n",
       "      <td>6489</td>\n",
       "      <td>9684</td>\n",
       "      <td>833</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>《尸者的帝国》描述人类发现「灵素」之后，成功的发展生物创造的技术，十九世纪发生了「尸者革命」...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4772919</td>\n",
       "      <td>【剧场版】少女与战车【中日双语/幻之x诸神】</td>\n",
       "      <td>MGRT音花雪月</td>\n",
       "      <td>2016-05-26 21:50:56</td>\n",
       "      <td>1560967</td>\n",
       "      <td>131766</td>\n",
       "      <td>11270</td>\n",
       "      <td>39866</td>\n",
       "      <td>15977</td>\n",
       "      <td>5109</td>\n",
       "      <td>1210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>BD自购自压 720P，感谢幻之字幕组自购2套片源，我帮忙压制，今天被Japanpost坑到...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>38592172</td>\n",
       "      <td>【剧场版/2018】精灵宝可梦 我们的故事【枫叶】</td>\n",
       "      <td>真鱼</td>\n",
       "      <td>2018-12-20 21:00:49</td>\n",
       "      <td>705581</td>\n",
       "      <td>25777</td>\n",
       "      <td>3222</td>\n",
       "      <td>38815</td>\n",
       "      <td>18520</td>\n",
       "      <td>12282</td>\n",
       "      <td>27024</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>《剧场版精灵宝可梦 大家的故事》（劇場版ポケットモンスター みんなの物語），是《精灵宝可梦》...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>15053557</td>\n",
       "      <td>【1080P/BDRip】OVERLORD总集篇剧场版 后篇 漆黑的英雄【自制字幕】</td>\n",
       "      <td>银雪星霜</td>\n",
       "      <td>2017-10-04 11:08:23</td>\n",
       "      <td>755115</td>\n",
       "      <td>16972</td>\n",
       "      <td>1290</td>\n",
       "      <td>35852</td>\n",
       "      <td>10202</td>\n",
       "      <td>1708</td>\n",
       "      <td>3710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>为了让观众和收藏者们获得更好的观看体验\\n网传视频源更换成自压蓝光文件\\n更新1920×10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1577372</td>\n",
       "      <td>【10月】Fate/stay night -UBW- 00</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2014-10-05 00:30:00</td>\n",
       "      <td>17026441</td>\n",
       "      <td>718430</td>\n",
       "      <td>65451</td>\n",
       "      <td>34293</td>\n",
       "      <td>47266</td>\n",
       "      <td>53372</td>\n",
       "      <td>206</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>十年前，那个男人摸着我的头说过只言片语后转身离开。当时的我有种预感，他不会再回来了。\\r\\n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>7622492</td>\n",
       "      <td>【OAD】元气少女缘结神 新婚篇OAD 720P 中日双语【红莲字幕组】</td>\n",
       "      <td>红莲字幕小分队</td>\n",
       "      <td>2016-12-21 02:25:23</td>\n",
       "      <td>530809</td>\n",
       "      <td>16598</td>\n",
       "      <td>2671</td>\n",
       "      <td>33182</td>\n",
       "      <td>8742</td>\n",
       "      <td>7150</td>\n",
       "      <td>285</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>【红莲字幕组】元气少女缘结神OAD新婚篇  神明大人、幸福圆满\\n元气少女缘结神[神样初临]...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>20291311</td>\n",
       "      <td>【WEB1080P】B：彼之初 01【中文字幕】</td>\n",
       "      <td>hungry小浩纸</td>\n",
       "      <td>2018-03-03 11:18:08</td>\n",
       "      <td>381176</td>\n",
       "      <td>4917</td>\n",
       "      <td>917</td>\n",
       "      <td>32174</td>\n",
       "      <td>4179</td>\n",
       "      <td>5662</td>\n",
       "      <td>5021</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>WEB\\n摸鱼版本字幕\\r\\n綽號「B」的連環殺手現身後，天才警探奇斯·弗列克再度加入皇家警...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>32932753</td>\n",
       "      <td>【剧场版/1080P/中日双语】CODE GEASS 反叛的鲁路修 第三章 皇道【尽梨了字幕组】</td>\n",
       "      <td>某壮QwQ</td>\n",
       "      <td>2018-10-03 11:11:01</td>\n",
       "      <td>553882</td>\n",
       "      <td>18239</td>\n",
       "      <td>2298</td>\n",
       "      <td>30558</td>\n",
       "      <td>7468</td>\n",
       "      <td>3801</td>\n",
       "      <td>10020</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>尽梨了字幕组制作合成\\nCODE GEASS 反叛的鲁路修 第三章 皇道\\n\\n本视频仅供交...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10252527</td>\n",
       "      <td>【OVA】夏目友人帐 伍 特别篇2(未放送第13话)【F宅】</td>\n",
       "      <td>空灵雨迹</td>\n",
       "      <td>2017-05-02 08:51:04</td>\n",
       "      <td>923423</td>\n",
       "      <td>31916</td>\n",
       "      <td>1622</td>\n",
       "      <td>28412</td>\n",
       "      <td>4330</td>\n",
       "      <td>2861</td>\n",
       "      <td>1407</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>直传\\n【BD720P，未放送13话。第12话地址：av9442202】【夏目给人的感动依旧...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>14640384</td>\n",
       "      <td>【剧场版/生肉】OVERLORD不死者之王 总集篇 前篇</td>\n",
       "      <td>F宅字幕组</td>\n",
       "      <td>2017-09-21 10:30:30</td>\n",
       "      <td>554529</td>\n",
       "      <td>4901</td>\n",
       "      <td>1083</td>\n",
       "      <td>26899</td>\n",
       "      <td>1641</td>\n",
       "      <td>1509</td>\n",
       "      <td>442</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>直传\\n骨傲天的剧场版，虽说是总集篇</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3478820</td>\n",
       "      <td>【OAD】元气少女缘结神 过去篇 02【F宅】</td>\n",
       "      <td>八云境界</td>\n",
       "      <td>2015-12-30 15:46:20</td>\n",
       "      <td>2493504</td>\n",
       "      <td>42871</td>\n",
       "      <td>3132</td>\n",
       "      <td>25897</td>\n",
       "      <td>4030</td>\n",
       "      <td>4515</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>~ 片源：紫色飘樱 翻译: 夢と葉桜 校对:FG 时轴:塔塔君\\r\\n少女心的泛滥? P站I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2210775</td>\n",
       "      <td>【剧场版】境界的彼方 -I'LL BE HERE- 过去篇【MGRTx幻之】</td>\n",
       "      <td>MGRT音花雪月</td>\n",
       "      <td>2015-04-11 23:42:16</td>\n",
       "      <td>544603</td>\n",
       "      <td>17707</td>\n",
       "      <td>1041</td>\n",
       "      <td>25781</td>\n",
       "      <td>1241</td>\n",
       "      <td>704</td>\n",
       "      <td>207</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>BDrip ，720P，3月14日公映剧场版「過去篇」以总集篇的形式将TV版浓缩为精华搬上大...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4010847</td>\n",
       "      <td>【1月】她与她的猫 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2016-03-04 23:30:00</td>\n",
       "      <td>3032807</td>\n",
       "      <td>20988</td>\n",
       "      <td>5868</td>\n",
       "      <td>25655</td>\n",
       "      <td>13758</td>\n",
       "      <td>20112</td>\n",
       "      <td>160</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01 她与她的房间</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3084373</td>\n",
       "      <td>【OVA】学园Handsome The Animation【断扎神教字幕组】</td>\n",
       "      <td>塔塔君minkun</td>\n",
       "      <td>2015-10-19 13:03:59</td>\n",
       "      <td>614564</td>\n",
       "      <td>38870</td>\n",
       "      <td>4073</td>\n",
       "      <td>24770</td>\n",
       "      <td>1903</td>\n",
       "      <td>7474</td>\n",
       "      <td>719</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>生肉原视频：av3036280 下巴能杀人的BL游戏《学园handsome》OVA动画化，于...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2522238</td>\n",
       "      <td>【剧场版】苍蓝钢铁的琶音 -ARS NOVA- DC【720P&amp;1080P/MGRTx幻之x白月】</td>\n",
       "      <td>MGRT音花雪月</td>\n",
       "      <td>2015-07-04 04:00:56</td>\n",
       "      <td>857849</td>\n",
       "      <td>41452</td>\n",
       "      <td>1783</td>\n",
       "      <td>24074</td>\n",
       "      <td>3607</td>\n",
       "      <td>795</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>,感谢jsum@U2自购,依旧MGRT压制,720P为幻之字幕组，1080P为白月字幕组；苍...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4260702</td>\n",
       "      <td>【4月】Re：从零开始的异世界生活 01</td>\n",
       "      <td>TV-TOKYO</td>\n",
       "      <td>2016-04-04 02:05:00</td>\n",
       "      <td>13878352</td>\n",
       "      <td>51003</td>\n",
       "      <td>66677</td>\n",
       "      <td>24003</td>\n",
       "      <td>70126</td>\n",
       "      <td>42068</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01 初始的终结与结束的开始</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3419692</td>\n",
       "      <td>【剧场版2015】宠物小精灵 xy  光轮的超魔神【神奇】</td>\n",
       "      <td>真鱼</td>\n",
       "      <td>2015-12-20 16:48:16</td>\n",
       "      <td>1862995</td>\n",
       "      <td>58820</td>\n",
       "      <td>4240</td>\n",
       "      <td>21847</td>\n",
       "      <td>5053</td>\n",
       "      <td>6440</td>\n",
       "      <td>1733</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>胡帕（封印形态）：钉宫理惠   胡帕（解放形态）：山寺宏一     玛丽：中川翔子  巴...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>6472046</td>\n",
       "      <td>【剧场版】从很久以前就喜欢你了。～告白实行委员会～【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2016-10-01 00:00:00</td>\n",
       "      <td>3556477</td>\n",
       "      <td>154737</td>\n",
       "      <td>8937</td>\n",
       "      <td>21479</td>\n",
       "      <td>22177</td>\n",
       "      <td>26653</td>\n",
       "      <td>442</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>《从很久以前就喜欢你了。～告白实行委员会～》是根据由VOCALOID乐团HoneyWorks...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>7772646</td>\n",
       "      <td>【特别篇】Fate/Grand Order -First Order-【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2016-12-31 23:00:00</td>\n",
       "      <td>10832851</td>\n",
       "      <td>618627</td>\n",
       "      <td>76827</td>\n",
       "      <td>20777</td>\n",
       "      <td>60625</td>\n",
       "      <td>45380</td>\n",
       "      <td>2345</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>人气手游『Fate/Grand Order』(通称「FGO」)将在今年年末播出长篇电视动画特...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2993071</td>\n",
       "      <td>【10月】K RETURN OF KINGS 第二季 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2015-10-03 02:40:00</td>\n",
       "      <td>10246211</td>\n",
       "      <td>54737</td>\n",
       "      <td>20370</td>\n",
       "      <td>20006</td>\n",
       "      <td>26818</td>\n",
       "      <td>9268</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01 Knare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>20558516</td>\n",
       "      <td>【WEB1080P】A.I.C.O.：化身 01【中文字幕】</td>\n",
       "      <td>hungry小浩纸</td>\n",
       "      <td>2018-03-10 11:56:46</td>\n",
       "      <td>229749</td>\n",
       "      <td>2642</td>\n",
       "      <td>661</td>\n",
       "      <td>19145</td>\n",
       "      <td>2413</td>\n",
       "      <td>2755</td>\n",
       "      <td>1699</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>WEB\\r\\n01.接触\\r\\n被神秘的大爆炸夺去家人两年后，爱子即将重获正常步行的能力，但...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25464</th>\n",
       "      <td>46524850</td>\n",
       "      <td>【生肉】星之島喵喵 第18集</td>\n",
       "      <td>真堂廚</td>\n",
       "      <td>2019-03-17 12:38:40</td>\n",
       "      <td>231</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>自剪壓\\n第18話マオの恋する奇想曲&lt;カプリッチョ&gt;\\n2019年2月2日放送</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25465</th>\n",
       "      <td>328841</td>\n",
       "      <td>【生肉】 希望宅邸3D 19【4月】</td>\n",
       "      <td>hello1z</td>\n",
       "      <td>2012-08-07 02:07:18</td>\n",
       "      <td>2011</td>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>你管 現在的我們大概很難想像我們的上一輩夏天是怎麼過的······</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25466</th>\n",
       "      <td>329439</td>\n",
       "      <td>【10月】Cross Fight B.Daman 39-40【幻龙】</td>\n",
       "      <td>z熊</td>\n",
       "      <td>2012-08-07 21:46:44</td>\n",
       "      <td>5128</td>\n",
       "      <td>62</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>sina ……</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25467</th>\n",
       "      <td>42323667</td>\n",
       "      <td>【1月】B-PROJECT～绝顶＊Emotion～ 04【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2019-02-02 00:30:00</td>\n",
       "      <td>58516</td>\n",
       "      <td>692</td>\n",
       "      <td>271</td>\n",
       "      <td>0</td>\n",
       "      <td>193</td>\n",
       "      <td>55</td>\n",
       "      <td>855</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25468</th>\n",
       "      <td>489801</td>\n",
       "      <td>【生肉】迷你偶像大师 44</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-03-01 00:04:24</td>\n",
       "      <td>1685</td>\n",
       "      <td>62</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>650</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第44話「いちばんはだれ？」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25469</th>\n",
       "      <td>330297</td>\n",
       "      <td>【生肉】翡翠森林狼与羊 秘密的朋友 19</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2012-08-08 23:16:58</td>\n",
       "      <td>839</td>\n",
       "      <td>312</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>nicodo #19 まいごのビビちゃん</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25470</th>\n",
       "      <td>488966</td>\n",
       "      <td>【生肉】漫画少女 09</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-02-28 01:21:44</td>\n",
       "      <td>26354</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第09話「あずかりもん」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25471</th>\n",
       "      <td>488900</td>\n",
       "      <td>【生肉】迷你偶像大师 43</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-02-27 23:33:03</td>\n",
       "      <td>1870</td>\n",
       "      <td>57</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>629</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第43話「かってかぶとのおをしめよ」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25472</th>\n",
       "      <td>488105</td>\n",
       "      <td>【生肉】漫研部 09</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-02-27 01:42:35</td>\n",
       "      <td>1619</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第9話「FX」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25473</th>\n",
       "      <td>488039</td>\n",
       "      <td>【生肉】迷你偶像大师 42</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-02-26 23:49:19</td>\n",
       "      <td>1575</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>673</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第42話「らあめんだいすき」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25474</th>\n",
       "      <td>487734</td>\n",
       "      <td>【生肉】超速变形Gyro Zetter 21</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-02-26 19:18:59</td>\n",
       "      <td>1009</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#21 Let's Go!ラリーでかっとばせ！</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25475</th>\n",
       "      <td>145375</td>\n",
       "      <td>【生肉】寶石寵物 SUNSHINE 24【4月】</td>\n",
       "      <td>hello1z</td>\n",
       "      <td>2011-09-17 11:44:05</td>\n",
       "      <td>573</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>你管 居然實寫？ 八木沼君你不能這樣</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25476</th>\n",
       "      <td>145377</td>\n",
       "      <td>【生肉】貓神八百萬 11 【7月】</td>\n",
       "      <td>hello1z</td>\n",
       "      <td>2011-09-17 11:47:09</td>\n",
       "      <td>1590</td>\n",
       "      <td>421</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>你管 最終回之前的嚴肅（？）展開</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25477</th>\n",
       "      <td>327652</td>\n",
       "      <td>【生肉】神之谜II 18</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2012-08-05 17:59:50</td>\n",
       "      <td>1150</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>nicodo #18 その男、ヘルベルトにつき</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25478</th>\n",
       "      <td>496346</td>\n",
       "      <td>【生肉】锁锁美同学＠提不起劲 09</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-03-08 02:14:24</td>\n",
       "      <td>2291</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>709</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#9 できないんじゃない</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25479</th>\n",
       "      <td>499633</td>\n",
       "      <td>【生肉】迷你偶像大师 50</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-03-10 23:33:57</td>\n",
       "      <td>1543</td>\n",
       "      <td>52</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>760</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第50話「せいしをかけたたたかい」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25480</th>\n",
       "      <td>498356</td>\n",
       "      <td>【生肉】寶石寵物 KILA☆DEKO! 49【4月】</td>\n",
       "      <td>hello1z</td>\n",
       "      <td>2013-03-09 22:21:33</td>\n",
       "      <td>491</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>你管 這集看完之後我發現用一句話總結不了我現在的心情</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25481</th>\n",
       "      <td>324746</td>\n",
       "      <td>【生肉】翡翠森林狼与羊 秘密的朋友 18</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2012-08-01 23:32:17</td>\n",
       "      <td>830</td>\n",
       "      <td>363</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>nicodo #18 にじ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25482</th>\n",
       "      <td>146300</td>\n",
       "      <td>【生肉】異國迷宮十字路口 12 終【7月】</td>\n",
       "      <td>hello1z</td>\n",
       "      <td>2011-09-19 09:26:27</td>\n",
       "      <td>530</td>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>你管 いい最終回だった</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25483</th>\n",
       "      <td>496587</td>\n",
       "      <td>【10月】超速变形Gyro Zetter 22【白恋】</td>\n",
       "      <td>愛メ錯ヅ℡</td>\n",
       "      <td>2013-03-08 13:09:36</td>\n",
       "      <td>5700</td>\n",
       "      <td>113</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#22 冒失眼镜娘的梦</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25484</th>\n",
       "      <td>326400</td>\n",
       "      <td>【生肉】秘密結社 鷹之爪 NEO 17</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2012-08-04 01:18:04</td>\n",
       "      <td>1139</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>nicodo 补上之前的15话</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25485</th>\n",
       "      <td>326869</td>\n",
       "      <td>【生肉】寶石寵物 KILA☆DEKO! 18【4月】</td>\n",
       "      <td>hello1z</td>\n",
       "      <td>2012-08-04 18:39:45</td>\n",
       "      <td>422</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>你管 甜品寵物再次登場！ 好像很好吃的樣子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25486</th>\n",
       "      <td>494316</td>\n",
       "      <td>【生肉】地狱幼稚园 第09话</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-03-05 18:16:03</td>\n",
       "      <td>1029</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第09話『ギャンブルようちえん』</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25487</th>\n",
       "      <td>495478</td>\n",
       "      <td>【生肉】迷你偶像大师 48</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-03-06 23:38:42</td>\n",
       "      <td>3315</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>336</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第48話「あるかな？ポロリ」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25488</th>\n",
       "      <td>494697</td>\n",
       "      <td>【生肉】直球表题 05</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-03-06 02:03:40</td>\n",
       "      <td>3652</td>\n",
       "      <td>61</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>262</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>樱花大战XD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25489</th>\n",
       "      <td>494684</td>\n",
       "      <td>【生肉】漫研部 10</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-03-06 01:32:19</td>\n",
       "      <td>2026</td>\n",
       "      <td>52</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>596</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第10話「大型」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25490</th>\n",
       "      <td>494631</td>\n",
       "      <td>【生肉】迷你偶像大师 47</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-03-05 23:39:23</td>\n",
       "      <td>3248</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>395</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第47話「しごとですから」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25491</th>\n",
       "      <td>494537</td>\n",
       "      <td>【生肉】超速变形Gyro Zetter 22</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2013-03-05 21:44:50</td>\n",
       "      <td>710</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>第22話「サトリ！ちかいの一撃」</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25492</th>\n",
       "      <td>327140</td>\n",
       "      <td>【生肉】恋爱随意链接 05</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2012-08-05 00:25:48</td>\n",
       "      <td>3872</td>\n",
       "      <td>112</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>nicodo 跳河了 - -！ #5 ある告白、そして死は……</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25493</th>\n",
       "      <td>214170</td>\n",
       "      <td>【生肉】灼眼のシャナIII-Final- 18</td>\n",
       "      <td>小清水亜美</td>\n",
       "      <td>2012-02-11 01:33:59</td>\n",
       "      <td>1791</td>\n",
       "      <td>196</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#18 闘争の渦</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25494 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            av号                                                 标题        up主  \\\n",
       "0      17515141                         【2017剧场版】精灵宝可梦 就决定是你了！【枫叶】         真鱼   \n",
       "1       3741030                              【剧场版】玻璃之花与崩坏的世界【独家正版】     哔哩哔哩番剧   \n",
       "2       3025115             【剧场版】境界的彼方 -I'LL BE HERE- 未来篇【MGRTx幻之】   MGRT音花雪月   \n",
       "3      10286846                              【剧场版】3年E班 365天的时间【F宅】       空灵雨迹   \n",
       "4      52016163                    【1080P】剧场版 甲铁城的卡巴内瑞 海门决战【幻之字幕组】      幻之字幕組   \n",
       "5       2248298                      【720P 剧场版】K MISSING KINGS【幻之】    施主您菊花松了   \n",
       "6       4305747                             【4月】在下坂本有何贵干？ 01【独家正版】     哔哩哔哩番剧   \n",
       "7      20644431           【剧场版/1080P/中字】Code Geass 反叛的鲁路修 兴道【自制中字】       夏日幻听   \n",
       "8      17848217      【12月/中文】Fate/Grand Order -Moonlight Lostroom-      小强凌凌柒   \n",
       "9       3757745               【1080P/剧场版】伊藤计划-尸者的帝国【华盟字幕社×澄空学园字幕组】     Wai773   \n",
       "10      4772919                             【剧场版】少女与战车【中日双语/幻之x诸神】   MGRT音花雪月   \n",
       "11     38592172                          【剧场版/2018】精灵宝可梦 我们的故事【枫叶】         真鱼   \n",
       "12     15053557         【1080P/BDRip】OVERLORD总集篇剧场版 后篇 漆黑的英雄【自制字幕】       银雪星霜   \n",
       "13      1577372                      【10月】Fate/stay night -UBW- 00     哔哩哔哩番剧   \n",
       "14      7622492               【OAD】元气少女缘结神 新婚篇OAD 720P 中日双语【红莲字幕组】    红莲字幕小分队   \n",
       "15     20291311                           【WEB1080P】B：彼之初 01【中文字幕】  hungry小浩纸   \n",
       "16     32932753   【剧场版/1080P/中日双语】CODE GEASS 反叛的鲁路修 第三章 皇道【尽梨了字幕组】      某壮QwQ   \n",
       "17     10252527                     【OVA】夏目友人帐 伍 特别篇2(未放送第13话)【F宅】       空灵雨迹   \n",
       "18     14640384                       【剧场版/生肉】OVERLORD不死者之王 总集篇 前篇      F宅字幕组   \n",
       "19      3478820                            【OAD】元气少女缘结神 过去篇 02【F宅】       八云境界   \n",
       "20      2210775             【剧场版】境界的彼方 -I'LL BE HERE- 过去篇【MGRTx幻之】   MGRT音花雪月   \n",
       "21      4010847                                 【1月】她与她的猫 01【独家正版】     哔哩哔哩番剧   \n",
       "22      3084373             【OVA】学园Handsome The Animation【断扎神教字幕组】  塔塔君minkun   \n",
       "23      2522238  【剧场版】苍蓝钢铁的琶音 -ARS NOVA- DC【720P&1080P/MGRTx幻之x白月】   MGRT音花雪月   \n",
       "24      4260702                               【4月】Re：从零开始的异世界生活 01   TV-TOKYO   \n",
       "25      3419692                      【剧场版2015】宠物小精灵 xy  光轮的超魔神【神奇】         真鱼   \n",
       "26      6472046                    【剧场版】从很久以前就喜欢你了。～告白实行委员会～【独家正版】     哔哩哔哩番剧   \n",
       "27      7772646          【特别篇】Fate/Grand Order -First Order-【独家正版】     哔哩哔哩番剧   \n",
       "28      2993071                【10月】K RETURN OF KINGS 第二季 01【独家正版】     哔哩哔哩番剧   \n",
       "29     20558516                     【WEB1080P】A.I.C.O.：化身 01【中文字幕】  hungry小浩纸   \n",
       "...         ...                                                ...        ...   \n",
       "25464  46524850                                     【生肉】星之島喵喵 第18集        真堂廚   \n",
       "25465    328841                                 【生肉】 希望宅邸3D 19【4月】    hello1z   \n",
       "25466    329439                 【10月】Cross Fight B.Daman 39-40【幻龙】         z熊   \n",
       "25467  42323667                 【1月】B-PROJECT～绝顶＊Emotion～ 04【独家正版】     哔哩哔哩番剧   \n",
       "25468    489801                                      【生肉】迷你偶像大师 44      小清水亜美   \n",
       "25469    330297                               【生肉】翡翠森林狼与羊 秘密的朋友 19      小清水亜美   \n",
       "25470    488966                                        【生肉】漫画少女 09      小清水亜美   \n",
       "25471    488900                                      【生肉】迷你偶像大师 43      小清水亜美   \n",
       "25472    488105                                         【生肉】漫研部 09      小清水亜美   \n",
       "25473    488039                                      【生肉】迷你偶像大师 42      小清水亜美   \n",
       "25474    487734                             【生肉】超速变形Gyro Zetter 21      小清水亜美   \n",
       "25475    145375                           【生肉】寶石寵物 SUNSHINE 24【4月】    hello1z   \n",
       "25476    145377                                  【生肉】貓神八百萬 11 【7月】    hello1z   \n",
       "25477    327652                                       【生肉】神之谜II 18      小清水亜美   \n",
       "25478    496346                                  【生肉】锁锁美同学＠提不起劲 09      小清水亜美   \n",
       "25479    499633                                      【生肉】迷你偶像大师 50      小清水亜美   \n",
       "25480    498356                         【生肉】寶石寵物 KILA☆DEKO! 49【4月】    hello1z   \n",
       "25481    324746                               【生肉】翡翠森林狼与羊 秘密的朋友 18      小清水亜美   \n",
       "25482    146300                              【生肉】異國迷宮十字路口 12 終【7月】    hello1z   \n",
       "25483    496587                        【10月】超速变形Gyro Zetter 22【白恋】      愛メ錯ヅ℡   \n",
       "25484    326400                                【生肉】秘密結社 鷹之爪 NEO 17      小清水亜美   \n",
       "25485    326869                         【生肉】寶石寵物 KILA☆DEKO! 18【4月】    hello1z   \n",
       "25486    494316                                     【生肉】地狱幼稚园 第09话      小清水亜美   \n",
       "25487    495478                                      【生肉】迷你偶像大师 48      小清水亜美   \n",
       "25488    494697                                        【生肉】直球表题 05      小清水亜美   \n",
       "25489    494684                                         【生肉】漫研部 10      小清水亜美   \n",
       "25490    494631                                      【生肉】迷你偶像大师 47      小清水亜美   \n",
       "25491    494537                             【生肉】超速变形Gyro Zetter 22      小清水亜美   \n",
       "25492    327140                                      【生肉】恋爱随意链接 05      小清水亜美   \n",
       "25493    214170                            【生肉】灼眼のシャナIII-Final- 18      小清水亜美   \n",
       "\n",
       "                     上传日期      观看次数      弹幕  reply      收藏     投币      分享  \\\n",
       "0     2017-12-23 10:20:05   3104195  125967   6504  144387  47301   47987   \n",
       "1     2016-02-03 13:51:56   2192878   41437   5312  129734  16054    9899   \n",
       "2     2015-10-07 17:22:47   1346812   81539   6064   89338  15452    4757   \n",
       "3     2017-05-03 20:09:50    707842   42721   2560   76048  17368    6697   \n",
       "4     2019-05-10 17:58:32    778949   14155   5500   70911  29453   14006   \n",
       "5     2015-04-23 09:58:52   2267943  178502   6951   60385   7727    1006   \n",
       "6     2016-04-08 11:00:00  25595138  393373  62304   59118  94815  111022   \n",
       "7     2018-03-11 15:42:11    663936   22598   3395   57627  12047    9230   \n",
       "8     2018-01-01 11:49:10    664190   15155   4716   57542  23555   18409   \n",
       "9     2016-02-05 08:09:05   1110093   39883   4718   50615   6489    9684   \n",
       "10    2016-05-26 21:50:56   1560967  131766  11270   39866  15977    5109   \n",
       "11    2018-12-20 21:00:49    705581   25777   3222   38815  18520   12282   \n",
       "12    2017-10-04 11:08:23    755115   16972   1290   35852  10202    1708   \n",
       "13    2014-10-05 00:30:00  17026441  718430  65451   34293  47266   53372   \n",
       "14    2016-12-21 02:25:23    530809   16598   2671   33182   8742    7150   \n",
       "15    2018-03-03 11:18:08    381176    4917    917   32174   4179    5662   \n",
       "16    2018-10-03 11:11:01    553882   18239   2298   30558   7468    3801   \n",
       "17    2017-05-02 08:51:04    923423   31916   1622   28412   4330    2861   \n",
       "18    2017-09-21 10:30:30    554529    4901   1083   26899   1641    1509   \n",
       "19    2015-12-30 15:46:20   2493504   42871   3132   25897   4030    4515   \n",
       "20    2015-04-11 23:42:16    544603   17707   1041   25781   1241     704   \n",
       "21    2016-03-04 23:30:00   3032807   20988   5868   25655  13758   20112   \n",
       "22    2015-10-19 13:03:59    614564   38870   4073   24770   1903    7474   \n",
       "23    2015-07-04 04:00:56    857849   41452   1783   24074   3607     795   \n",
       "24    2016-04-04 02:05:00  13878352   51003  66677   24003  70126   42068   \n",
       "25    2015-12-20 16:48:16   1862995   58820   4240   21847   5053    6440   \n",
       "26    2016-10-01 00:00:00   3556477  154737   8937   21479  22177   26653   \n",
       "27    2016-12-31 23:00:00  10832851  618627  76827   20777  60625   45380   \n",
       "28    2015-10-03 02:40:00  10246211   54737  20370   20006  26818    9268   \n",
       "29    2018-03-10 11:56:46    229749    2642    661   19145   2413    2755   \n",
       "...                   ...       ...     ...    ...     ...    ...     ...   \n",
       "25464 2019-03-17 12:38:40       231       0      0       0      1       0   \n",
       "25465 2012-08-07 02:07:18      2011      48      2       0      0       1   \n",
       "25466 2012-08-07 21:46:44      5128      62      5       0      1       9   \n",
       "25467 2019-02-02 00:30:00     58516     692    271       0    193      55   \n",
       "25468 2013-03-01 00:04:24      1685      62      9       0      0       3   \n",
       "25469 2012-08-08 23:16:58       839     312      1       0      0       8   \n",
       "25470 2013-02-28 01:21:44     26354      14      2       0      0       5   \n",
       "25471 2013-02-27 23:33:03      1870      57      1       0      1      10   \n",
       "25472 2013-02-27 01:42:35      1619      75      0       0      0       6   \n",
       "25473 2013-02-26 23:49:19      1575      45      4       0      0       1   \n",
       "25474 2013-02-26 19:18:59      1009      15      1       0      0       5   \n",
       "25475 2011-09-17 11:44:05       573      13      2       0      0       3   \n",
       "25476 2011-09-17 11:47:09      1590     421      8       0      0       2   \n",
       "25477 2012-08-05 17:59:50      1150      61      1       0      1       2   \n",
       "25478 2013-03-08 02:14:24      2291      51      2       0      1       0   \n",
       "25479 2013-03-10 23:33:57      1543      52      2       0      0       4   \n",
       "25480 2013-03-09 22:21:33       491      19      0       0      0       4   \n",
       "25481 2012-08-01 23:32:17       830     363      0       0      0       2   \n",
       "25482 2011-09-19 09:26:27       530      50      6       0      0       3   \n",
       "25483 2013-03-08 13:09:36      5700     113      0       0      1       3   \n",
       "25484 2012-08-04 01:18:04      1139      11      1       0      0       5   \n",
       "25485 2012-08-04 18:39:45       422       1      0       0      1       8   \n",
       "25486 2013-03-05 18:16:03      1029      14      1       0      0       8   \n",
       "25487 2013-03-06 23:38:42      3315      59      0       0      0       4   \n",
       "25488 2013-03-06 02:03:40      3652      61      5       0      0       1   \n",
       "25489 2013-03-06 01:32:19      2026      52      2       0      0       1   \n",
       "25490 2013-03-05 23:39:23      3248      15      1       0      0       2   \n",
       "25491 2013-03-05 21:44:50       710      19      0       0      0       4   \n",
       "25492 2012-08-05 00:25:48      3872     112      7       0      0       5   \n",
       "25493 2012-02-11 01:33:59      1791     196     10       0      0       5   \n",
       "\n",
       "          喜欢  不喜欢  现在排名  他的排名    标签  \\\n",
       "0      57974    0     0     0  连载动画   \n",
       "1      10943    0     0    11  连载动画   \n",
       "2        644    0     0     5  连载动画   \n",
       "3       6478    0     0     0  连载动画   \n",
       "4      43213    0     0     0  连载动画   \n",
       "5        451    0     0     2  连载动画   \n",
       "6        336    0     0     0  连载动画   \n",
       "7      11241    0     0     0  连载动画   \n",
       "8      13808    0     0     0  连载动画   \n",
       "9        833    0     0    27  连载动画   \n",
       "10      1210    0     0     0  连载动画   \n",
       "11     27024    0     0     0  连载动画   \n",
       "12      3710    0     0     0  连载动画   \n",
       "13       206    0     0     1  连载动画   \n",
       "14       285    0     0     0  连载动画   \n",
       "15      5021    0     0     0  连载动画   \n",
       "16     10020    0     0     0  连载动画   \n",
       "17      1407    0     0     0  连载动画   \n",
       "18       442    0     0     0  连载动画   \n",
       "19        31    0     0    17  连载动画   \n",
       "20       207    0     0    62  连载动画   \n",
       "21       160    0     0     6  连载动画   \n",
       "22       719    0     0    33  连载动画   \n",
       "23       172    0     0    23  连载动画   \n",
       "24        94    0     0     0  连载动画   \n",
       "25      1733    0     0    35  连载动画   \n",
       "26       442    0     0     0  连载动画   \n",
       "27      2345    0     0     0  连载动画   \n",
       "28       101    0     0     1  连载动画   \n",
       "29      1699    0     0     0  连载动画   \n",
       "...      ...  ...   ...   ...   ...   \n",
       "25464     11    0     0     0  连载动画   \n",
       "25465      0    0     0     0  连载动画   \n",
       "25466      0    0     0     0  连载动画   \n",
       "25467    855    0     0     0  连载动画   \n",
       "25468      0    0     0   650  连载动画   \n",
       "25469      0    0     0     0  连载动画   \n",
       "25470      0    0     0     0  连载动画   \n",
       "25471      0    0     0   629  连载动画   \n",
       "25472      0    0     0     0  连载动画   \n",
       "25473      0    0     0   673  连载动画   \n",
       "25474      0    0     0     0  连载动画   \n",
       "25475      0    0     0     0  连载动画   \n",
       "25476      0    0     0     0  连载动画   \n",
       "25477      0    0     0     0  连载动画   \n",
       "25478      0    0     0   709  连载动画   \n",
       "25479      0    0     0   760  连载动画   \n",
       "25480      0    0     0     0  连载动画   \n",
       "25481      0    0     0     0  连载动画   \n",
       "25482      0    0     0     0  连载动画   \n",
       "25483      0    0     0     0  连载动画   \n",
       "25484      0    0     0     0  连载动画   \n",
       "25485      0    0     0     0  连载动画   \n",
       "25486      0    0     0     0  连载动画   \n",
       "25487      0    0     0   336  连载动画   \n",
       "25488      0    0     0   262  连载动画   \n",
       "25489      0    0     0   596  连载动画   \n",
       "25490      0    0     0   395  连载动画   \n",
       "25491      0    0     0     0  连载动画   \n",
       "25492      0    0     0     0  连载动画   \n",
       "25493      0    0     0     0  连载动画   \n",
       "\n",
       "                                                      描述  \n",
       "0                                                 摄影师参战！  \n",
       "1      原案：Physics Point《D.back up》\\r\\n\\r\\n导演：石浜真史\\r\\n...  \n",
       "2      BDrip ,720P，现在做部片子成本太高，也不求贴吧的“大神”们在“大显神通”之前好好思...  \n",
       "3         直传\\nBD720P,字幕重制版。本质是个总集篇剧场版，加了一些新的镜头，哈哈，杀老师赛高。  \n",
       "4      ◼️更新内容\\n·更新1080P整合片源\\n·修改部分翻译错误\\n感谢U3-Web提供片源\\...  \n",
       "5      ox星~ 【BD自购自压 转载请注明字幕组】 安娜萝莉是我的www PS：热烈庆祝第二季10...  \n",
       "6                                           #01 1年2班 坂本君  \n",
       "7      BD自压~自加字幕\\n第三章 皇道：av33132323\\n第二章 叛道：av2538059...  \n",
       "8      注：视频内容包含FGO第二部剧透\\n塩川母GN-z11探索字幕组 译制\\n片源：望月海棠 J...  \n",
       "9      《尸者的帝国》描述人类发现「灵素」之后，成功的发展生物创造的技术，十九世纪发生了「尸者革命」...  \n",
       "10     BD自购自压 720P，感谢幻之字幕组自购2套片源，我帮忙压制，今天被Japanpost坑到...  \n",
       "11     《剧场版精灵宝可梦 大家的故事》（劇場版ポケットモンスター みんなの物語），是《精灵宝可梦》...  \n",
       "12     为了让观众和收藏者们获得更好的观看体验\\n网传视频源更换成自压蓝光文件\\n更新1920×10...  \n",
       "13     十年前，那个男人摸着我的头说过只言片语后转身离开。当时的我有种预感，他不会再回来了。\\r\\n...  \n",
       "14     【红莲字幕组】元气少女缘结神OAD新婚篇  神明大人、幸福圆满\\n元气少女缘结神[神样初临]...  \n",
       "15     WEB\\n摸鱼版本字幕\\r\\n綽號「B」的連環殺手現身後，天才警探奇斯·弗列克再度加入皇家警...  \n",
       "16     尽梨了字幕组制作合成\\nCODE GEASS 反叛的鲁路修 第三章 皇道\\n\\n本视频仅供交...  \n",
       "17     直传\\n【BD720P，未放送13话。第12话地址：av9442202】【夏目给人的感动依旧...  \n",
       "18                                    直传\\n骨傲天的剧场版，虽说是总集篇  \n",
       "19     ~ 片源：紫色飘樱 翻译: 夢と葉桜 校对:FG 时轴:塔塔君\\r\\n少女心的泛滥? P站I...  \n",
       "20     BDrip ，720P，3月14日公映剧场版「過去篇」以总集篇的形式将TV版浓缩为精华搬上大...  \n",
       "21                                            #01 她与她的房间  \n",
       "22     生肉原视频：av3036280 下巴能杀人的BL游戏《学园handsome》OVA动画化，于...  \n",
       "23     ,感谢jsum@U2自购,依旧MGRT压制,720P为幻之字幕组，1080P为白月字幕组；苍...  \n",
       "24                                       #01 初始的终结与结束的开始  \n",
       "25       胡帕（封印形态）：钉宫理惠   胡帕（解放形态）：山寺宏一     玛丽：中川翔子  巴...  \n",
       "26     《从很久以前就喜欢你了。～告白实行委员会～》是根据由VOCALOID乐团HoneyWorks...  \n",
       "27     人气手游『Fate/Grand Order』(通称「FGO」)将在今年年末播出长篇电视动画特...  \n",
       "28                                             #01 Knare  \n",
       "29     WEB\\r\\n01.接触\\r\\n被神秘的大爆炸夺去家人两年后，爱子即将重获正常步行的能力，但...  \n",
       "...                                                  ...  \n",
       "25464            自剪壓\\n第18話マオの恋する奇想曲<カプリッチョ>\\n2019年2月2日放送  \n",
       "25465                  你管 現在的我們大概很難想像我們的上一輩夏天是怎麼過的······  \n",
       "25466                                            sina ……  \n",
       "25467                                                #04  \n",
       "25468                                     第44話「いちばんはだれ？」  \n",
       "25469                               nicodo #19 まいごのビビちゃん  \n",
       "25470                                       第09話「あずかりもん」  \n",
       "25471                                 第43話「かってかぶとのおをしめよ」  \n",
       "25472                                            第9話「FX」  \n",
       "25473                                     第42話「らあめんだいすき」  \n",
       "25474                            #21 Let's Go!ラリーでかっとばせ！  \n",
       "25475                                 你管 居然實寫？ 八木沼君你不能這樣  \n",
       "25476                                   你管 最終回之前的嚴肅（？）展開  \n",
       "25477                            nicodo #18 その男、ヘルベルトにつき  \n",
       "25478                                       #9 できないんじゃない  \n",
       "25479                                  第50話「せいしをかけたたたかい」  \n",
       "25480                         你管 這集看完之後我發現用一句話總結不了我現在的心情  \n",
       "25481                                      nicodo #18 にじ  \n",
       "25482                                        你管 いい最終回だった  \n",
       "25483                                        #22 冒失眼镜娘的梦  \n",
       "25484                                    nicodo 补上之前的15话  \n",
       "25485                              你管 甜品寵物再次登場！ 好像很好吃的樣子  \n",
       "25486                                   第09話『ギャンブルようちえん』  \n",
       "25487                                     第48話「あるかな？ポロリ」  \n",
       "25488                                             樱花大战XD  \n",
       "25489                                           第10話「大型」  \n",
       "25490                                      第47話「しごとですから」  \n",
       "25491                                   第22話「サトリ！ちかいの一撃」  \n",
       "25492                   nicodo 跳河了 - -！ #5 ある告白、そして死は……   \n",
       "25493                                           #18 闘争の渦  \n",
       "\n",
       "[25494 rows x 16 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(\"收藏\", ascending=False).reset_index(drop=True)  # 收藏数量排序"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "收藏的的很多都是剧场版。可能是相对于TV版，剧场版制作更精良的缘故。其中收藏数量的排序中，排第五的居然是本月10号上传的番剧。这点很意外。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>av号</th>\n",
       "      <th>标题</th>\n",
       "      <th>up主</th>\n",
       "      <th>上传日期</th>\n",
       "      <th>观看次数</th>\n",
       "      <th>弹幕</th>\n",
       "      <th>reply</th>\n",
       "      <th>收藏</th>\n",
       "      <th>投币</th>\n",
       "      <th>分享</th>\n",
       "      <th>喜欢</th>\n",
       "      <th>不喜欢</th>\n",
       "      <th>现在排名</th>\n",
       "      <th>他的排名</th>\n",
       "      <th>标签</th>\n",
       "      <th>描述</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26361000</td>\n",
       "      <td>【7月】工作细胞 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-07-08 00:30:00</td>\n",
       "      <td>39288690</td>\n",
       "      <td>438071</td>\n",
       "      <td>71627</td>\n",
       "      <td>3410</td>\n",
       "      <td>167246</td>\n",
       "      <td>212248</td>\n",
       "      <td>4844</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26552395</td>\n",
       "      <td>【7月】OVERLORD 第三季 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-07-10 22:30:00</td>\n",
       "      <td>27804133</td>\n",
       "      <td>315534</td>\n",
       "      <td>82178</td>\n",
       "      <td>1515</td>\n",
       "      <td>142681</td>\n",
       "      <td>38629</td>\n",
       "      <td>5386</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4305747</td>\n",
       "      <td>【4月】在下坂本有何贵干？ 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2016-04-08 11:00:00</td>\n",
       "      <td>25595138</td>\n",
       "      <td>393373</td>\n",
       "      <td>62304</td>\n",
       "      <td>59118</td>\n",
       "      <td>94815</td>\n",
       "      <td>111022</td>\n",
       "      <td>336</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01 1年2班 坂本君</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2540946</td>\n",
       "      <td>【7月】OVERLORD 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2015-07-08 01:19:56</td>\n",
       "      <td>25070652</td>\n",
       "      <td>281741</td>\n",
       "      <td>24837</td>\n",
       "      <td>17683</td>\n",
       "      <td>36169</td>\n",
       "      <td>59361</td>\n",
       "      <td>857</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01 终焉与起始</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>18138224</td>\n",
       "      <td>【1月】OVERLORD 第二季 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-01-09 22:59:59</td>\n",
       "      <td>24516006</td>\n",
       "      <td>261546</td>\n",
       "      <td>46168</td>\n",
       "      <td>3763</td>\n",
       "      <td>57638</td>\n",
       "      <td>25524</td>\n",
       "      <td>4912</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>40559171</td>\n",
       "      <td>【1月】辉夜大小姐想让我告白~天才们的恋爱头脑战~ 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2019-01-13 00:00:00</td>\n",
       "      <td>21562061</td>\n",
       "      <td>329098</td>\n",
       "      <td>34237</td>\n",
       "      <td>217</td>\n",
       "      <td>113539</td>\n",
       "      <td>99190</td>\n",
       "      <td>1924</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>33269836</td>\n",
       "      <td>【10月】刀剑神域 Alicization 01</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-10-07 00:30:00</td>\n",
       "      <td>21555947</td>\n",
       "      <td>501979</td>\n",
       "      <td>92877</td>\n",
       "      <td>258</td>\n",
       "      <td>215425</td>\n",
       "      <td>66145</td>\n",
       "      <td>3546</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>32836144</td>\n",
       "      <td>【10月】关于我转生变成史莱姆这档事 01</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-10-02 00:30:00</td>\n",
       "      <td>21223365</td>\n",
       "      <td>208074</td>\n",
       "      <td>39592</td>\n",
       "      <td>201</td>\n",
       "      <td>99250</td>\n",
       "      <td>49808</td>\n",
       "      <td>1111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>18168483</td>\n",
       "      <td>【1月】紫罗兰永恒花园 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-01-11 00:00:03</td>\n",
       "      <td>19882068</td>\n",
       "      <td>313719</td>\n",
       "      <td>143690</td>\n",
       "      <td>10289</td>\n",
       "      <td>180827</td>\n",
       "      <td>104766</td>\n",
       "      <td>15922</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7961887</td>\n",
       "      <td>【1月】小林家的龙女仆 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2017-01-11 23:30:00</td>\n",
       "      <td>19243952</td>\n",
       "      <td>359248</td>\n",
       "      <td>23563</td>\n",
       "      <td>5104</td>\n",
       "      <td>42353</td>\n",
       "      <td>37640</td>\n",
       "      <td>438</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>12139404</td>\n",
       "      <td>【7月】欢迎来到实力至上主义的教室 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2017-07-13 01:00:00</td>\n",
       "      <td>18903091</td>\n",
       "      <td>499052</td>\n",
       "      <td>44675</td>\n",
       "      <td>1788</td>\n",
       "      <td>43183</td>\n",
       "      <td>50557</td>\n",
       "      <td>355</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>26273789</td>\n",
       "      <td>【7月】Angels Of Death 01</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-07-06 21:00:00</td>\n",
       "      <td>18869374</td>\n",
       "      <td>345937</td>\n",
       "      <td>58695</td>\n",
       "      <td>1891</td>\n",
       "      <td>86509</td>\n",
       "      <td>67035</td>\n",
       "      <td>4717</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>26833564</td>\n",
       "      <td>【7月】工作细胞 02【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-07-15 00:30:00</td>\n",
       "      <td>17675423</td>\n",
       "      <td>403528</td>\n",
       "      <td>51516</td>\n",
       "      <td>1317</td>\n",
       "      <td>81250</td>\n",
       "      <td>58744</td>\n",
       "      <td>2191</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>33018563</td>\n",
       "      <td>【10月】青春猪头少年不会梦到兔女郎学姐 01</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-10-04 02:50:00</td>\n",
       "      <td>17325634</td>\n",
       "      <td>233123</td>\n",
       "      <td>36520</td>\n",
       "      <td>247</td>\n",
       "      <td>127985</td>\n",
       "      <td>69850</td>\n",
       "      <td>2142</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1577372</td>\n",
       "      <td>【10月】Fate/stay night -UBW- 00</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2014-10-05 00:30:00</td>\n",
       "      <td>17026441</td>\n",
       "      <td>718430</td>\n",
       "      <td>65451</td>\n",
       "      <td>34293</td>\n",
       "      <td>47266</td>\n",
       "      <td>53372</td>\n",
       "      <td>206</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>十年前，那个男人摸着我的头说过只言片语后转身离开。当时的我有种预感，他不会再回来了。\\r\\n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>9698756</td>\n",
       "      <td>【4月】埃罗芒阿老师 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2017-04-09 01:00:00</td>\n",
       "      <td>16733002</td>\n",
       "      <td>409904</td>\n",
       "      <td>43211</td>\n",
       "      <td>5100</td>\n",
       "      <td>59406</td>\n",
       "      <td>50814</td>\n",
       "      <td>547</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2975135</td>\n",
       "      <td>【7月/完结】OVERLORD 13【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2015-09-29 23:00:00</td>\n",
       "      <td>16585979</td>\n",
       "      <td>252452</td>\n",
       "      <td>29620</td>\n",
       "      <td>5200</td>\n",
       "      <td>38337</td>\n",
       "      <td>47476</td>\n",
       "      <td>508</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#13 PVN（完）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2544174</td>\n",
       "      <td>【7月】干物妹！小埋 01</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2015-07-09 03:14:00</td>\n",
       "      <td>16267613</td>\n",
       "      <td>541565</td>\n",
       "      <td>19322</td>\n",
       "      <td>16431</td>\n",
       "      <td>31137</td>\n",
       "      <td>40644</td>\n",
       "      <td>482</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01 小埋和哥哥</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>39745777</td>\n",
       "      <td>【1月】盾之勇者成名录 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2019-01-02 23:00:00</td>\n",
       "      <td>16231663</td>\n",
       "      <td>225660</td>\n",
       "      <td>44936</td>\n",
       "      <td>226</td>\n",
       "      <td>87752</td>\n",
       "      <td>28542</td>\n",
       "      <td>1730</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>21595634</td>\n",
       "      <td>【1月/完结】OVERLORD 第二季 13【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-04-03 23:00:00</td>\n",
       "      <td>16035825</td>\n",
       "      <td>273728</td>\n",
       "      <td>47218</td>\n",
       "      <td>479</td>\n",
       "      <td>45894</td>\n",
       "      <td>13329</td>\n",
       "      <td>1861</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4428210</td>\n",
       "      <td>【4月】在下坂本有何贵干？ 02【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2016-04-22 02:00:00</td>\n",
       "      <td>14745103</td>\n",
       "      <td>154659</td>\n",
       "      <td>13976</td>\n",
       "      <td>12528</td>\n",
       "      <td>44635</td>\n",
       "      <td>17249</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#02 与其被保护不如去保护</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>8084513</td>\n",
       "      <td>【1月】小林家的龙女仆 02【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2017-01-18 22:19:44</td>\n",
       "      <td>14372572</td>\n",
       "      <td>340762</td>\n",
       "      <td>12888</td>\n",
       "      <td>2276</td>\n",
       "      <td>29792</td>\n",
       "      <td>20379</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>11798196</td>\n",
       "      <td>【7月】Fate/Apocrypha 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2017-07-02 00:30:00</td>\n",
       "      <td>14353762</td>\n",
       "      <td>335987</td>\n",
       "      <td>73280</td>\n",
       "      <td>2172</td>\n",
       "      <td>32244</td>\n",
       "      <td>57110</td>\n",
       "      <td>181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2573526</td>\n",
       "      <td>【7月】OVERLORD 02【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2015-07-14 23:00:00</td>\n",
       "      <td>14127586</td>\n",
       "      <td>177450</td>\n",
       "      <td>8467</td>\n",
       "      <td>4108</td>\n",
       "      <td>18741</td>\n",
       "      <td>8683</td>\n",
       "      <td>348</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#02 阶层守护者</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>27382837</td>\n",
       "      <td>【7月】工作细胞 03【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2018-07-22 00:30:00</td>\n",
       "      <td>14089927</td>\n",
       "      <td>421109</td>\n",
       "      <td>33996</td>\n",
       "      <td>551</td>\n",
       "      <td>54927</td>\n",
       "      <td>29769</td>\n",
       "      <td>1066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>40391547</td>\n",
       "      <td>【1月】五等分的新娘 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2019-01-11 01:33:00</td>\n",
       "      <td>14049445</td>\n",
       "      <td>203467</td>\n",
       "      <td>40394</td>\n",
       "      <td>130</td>\n",
       "      <td>81053</td>\n",
       "      <td>31401</td>\n",
       "      <td>1911</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>40082047</td>\n",
       "      <td>【1月】多罗罗 01【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2019-01-06 23:00:00</td>\n",
       "      <td>13988562</td>\n",
       "      <td>104145</td>\n",
       "      <td>27981</td>\n",
       "      <td>123</td>\n",
       "      <td>59708</td>\n",
       "      <td>38671</td>\n",
       "      <td>1446</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4260702</td>\n",
       "      <td>【4月】Re：从零开始的异世界生活 01</td>\n",
       "      <td>TV-TOKYO</td>\n",
       "      <td>2016-04-04 02:05:00</td>\n",
       "      <td>13878352</td>\n",
       "      <td>51003</td>\n",
       "      <td>66677</td>\n",
       "      <td>24003</td>\n",
       "      <td>70126</td>\n",
       "      <td>42068</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#01 初始的终结与结束的开始</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2642699</td>\n",
       "      <td>【7月】OVERLORD 04【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2015-07-28 23:00:00</td>\n",
       "      <td>13551122</td>\n",
       "      <td>232126</td>\n",
       "      <td>12716</td>\n",
       "      <td>3858</td>\n",
       "      <td>23162</td>\n",
       "      <td>6769</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#04 死亡支配者</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2606917</td>\n",
       "      <td>【7月】OVERLORD 03【独家正版】</td>\n",
       "      <td>哔哩哔哩番剧</td>\n",
       "      <td>2015-07-21 23:00:00</td>\n",
       "      <td>13544321</td>\n",
       "      <td>204392</td>\n",
       "      <td>8318</td>\n",
       "      <td>2948</td>\n",
       "      <td>18396</td>\n",
       "      <td>6222</td>\n",
       "      <td>316</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>#03 卡恩村之战</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25464</th>\n",
       "      <td>38100406</td>\n",
       "      <td>【4月/日语生肉】电视衰人Nanana 09</td>\n",
       "      <td>Q1124357920</td>\n",
       "      <td>2018-12-14 10:42:57</td>\n",
       "      <td>199</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>jibaketa\\n電視衰蕉，テレビ野郎 ナナーナ， Televi Yarou Nanana...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25465</th>\n",
       "      <td>17123549</td>\n",
       "      <td>【十月】动画同好会 07【英配生肉】</td>\n",
       "      <td>无所事事青叶酱</td>\n",
       "      <td>2017-12-10 14:54:49</td>\n",
       "      <td>198</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>http://animeheaven.eu/\\n07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25466</th>\n",
       "      <td>8371852</td>\n",
       "      <td>【7月/生肉】Atomic Puppet S01E16</td>\n",
       "      <td>的伊卡洛斯</td>\n",
       "      <td>2017-02-03 14:57:37</td>\n",
       "      <td>196</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>《Atomic Puppet》講述了無畏的超級英雄&amp;amp;quot;原子隊長&amp;amp;qu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25467</th>\n",
       "      <td>36407683</td>\n",
       "      <td>[ViuTV粤语] 魔物猎人物语 RIDE ON 31</td>\n",
       "      <td>诺小亚基ViuTVBstv</td>\n",
       "      <td>2018-11-21 02:36:51</td>\n",
       "      <td>195</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25468</th>\n",
       "      <td>32952</td>\n",
       "      <td>【10月】侦探歌剧 少女福尔摩斯03 【极影】</td>\n",
       "      <td>王大炮丶</td>\n",
       "      <td>2010-10-25 01:05:42</td>\n",
       "      <td>193</td>\n",
       "      <td>1806</td>\n",
       "      <td>33</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>QQ自压 你问我这部番萌什么当然是 LOLI版LUKA了 抽烟样子超级萌 有点三无属性（PS...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25469</th>\n",
       "      <td>11315</td>\n",
       "      <td>【澄空&amp;极影】灼眼的夏娜炭小剧场 第三弹</td>\n",
       "      <td>鈴科百合子</td>\n",
       "      <td>2010-06-27 13:59:33</td>\n",
       "      <td>191</td>\n",
       "      <td>182</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>随夏娜S03话附送，S03地址：http://bilibili.us/plus/view.p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25470</th>\n",
       "      <td>21896030</td>\n",
       "      <td>【4月】SNS 警察 08【生肉】</td>\n",
       "      <td>hungry小浩纸</td>\n",
       "      <td>2018-04-10 11:07:59</td>\n",
       "      <td>181</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>WEB\\n08 心配！ツイ廃抜き打ちテスト</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25471</th>\n",
       "      <td>26114</td>\n",
       "      <td>【sartiend】遊戯王5D'S 第127話「激闘！運命を賭けた黒い羽</td>\n",
       "      <td>このみ控</td>\n",
       "      <td>2010-09-16 14:57:19</td>\n",
       "      <td>180</td>\n",
       "      <td>581</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>QQ 克罗你尽力了。。。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25472</th>\n",
       "      <td>46688278</td>\n",
       "      <td>【生肉】星之島喵喵 第19集</td>\n",
       "      <td>真堂廚</td>\n",
       "      <td>2019-03-19 00:03:28</td>\n",
       "      <td>177</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>自剪壓\\n第19話ホピの大事な宝物\\n2019年2月9日放送</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25473</th>\n",
       "      <td>33724</td>\n",
       "      <td>【7月】圣诞之吻17【极影】</td>\n",
       "      <td>坂上智代</td>\n",
       "      <td>2010-10-30 01:08:20</td>\n",
       "      <td>171</td>\n",
       "      <td>2411</td>\n",
       "      <td>72</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>q 已经没啥好简介的了</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25474</th>\n",
       "      <td>8527320</td>\n",
       "      <td>【7月/生肉】Atomic Puppet S01E21</td>\n",
       "      <td>的伊卡洛斯</td>\n",
       "      <td>2017-02-10 16:42:15</td>\n",
       "      <td>167</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>《Atomic Puppet》講述了無畏的超級英雄&amp;amp;quot;原子隊長&amp;amp;qu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25475</th>\n",
       "      <td>21772370</td>\n",
       "      <td>【3月】Nomad of Nowhere Episode 1【无字幕】</td>\n",
       "      <td>阿困少年</td>\n",
       "      <td>2018-04-07 12:52:20</td>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>https://www.youtube.com/watch?v=_Rb_XwUZ1pQ\\n听...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25476</th>\n",
       "      <td>35944781</td>\n",
       "      <td>［ViuTV粤语］魔物猎人物语RIDE ON 30</td>\n",
       "      <td>诺小亚基ViuTVBstv</td>\n",
       "      <td>2018-11-14 16:45:50</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25477</th>\n",
       "      <td>38174746</td>\n",
       "      <td>【4月/日语生肉】电视衰人Nanana 10</td>\n",
       "      <td>Q1124357920</td>\n",
       "      <td>2018-12-15 13:09:14</td>\n",
       "      <td>156</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>jibaketa\\n電視衰蕉，テレビ野郎 ナナーナ， Televi Yarou Nanana...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25478</th>\n",
       "      <td>8527274</td>\n",
       "      <td>【7月/生肉】Atomic Puppet S01E22</td>\n",
       "      <td>的伊卡洛斯</td>\n",
       "      <td>2017-02-10 16:40:17</td>\n",
       "      <td>152</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>《Atomic Puppet》講述了無畏的超級英雄&amp;amp;quot;原子隊長&amp;amp;qu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25479</th>\n",
       "      <td>31365</td>\n",
       "      <td>【光荣字幕】SD高达三国传 28</td>\n",
       "      <td>游。。</td>\n",
       "      <td>2010-10-15 00:53:18</td>\n",
       "      <td>133</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>www.koeigame.cn 继续双线工作…</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25480</th>\n",
       "      <td>33817</td>\n",
       "      <td>【10月】侦探歌剧 少女福尔摩斯04【极影】</td>\n",
       "      <td>王大炮丶</td>\n",
       "      <td>2010-10-30 16:26:09</td>\n",
       "      <td>128</td>\n",
       "      <td>1723</td>\n",
       "      <td>46</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>这是部慢热番，</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25481</th>\n",
       "      <td>34842</td>\n",
       "      <td>【7月】圣诞之吻18【AngelSub】</td>\n",
       "      <td>坂上智代</td>\n",
       "      <td>2010-11-05 16:35:09</td>\n",
       "      <td>124</td>\n",
       "      <td>2105</td>\n",
       "      <td>53</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>q 上课了上课了</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25482</th>\n",
       "      <td>22359247</td>\n",
       "      <td>【3月】Nomad of Nowhere- Episode 5 【无字幕】</td>\n",
       "      <td>阿困少年</td>\n",
       "      <td>2018-04-21 10:52:10</td>\n",
       "      <td>124</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>https://www.youtube.com/watch?v=WEED2NzrV78\\n3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25483</th>\n",
       "      <td>50541934</td>\n",
       "      <td>【4月】毛球权次郎 02 【生肉】</td>\n",
       "      <td>けいツバサイー</td>\n",
       "      <td>2019-04-27 11:36:53</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>nyaa Leopard-Raws</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25484</th>\n",
       "      <td>31969</td>\n",
       "      <td>【光荣字幕】SD高达三国传 29</td>\n",
       "      <td>游。。</td>\n",
       "      <td>2010-10-19 00:08:59</td>\n",
       "      <td>112</td>\n",
       "      <td>93</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>WWW.koeigame.cn 【光荣字幕】SD高达三国传 29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25485</th>\n",
       "      <td>45176166</td>\n",
       "      <td>【1月/生肉】草裙舞女孩(Hulaing Babies) 07</td>\n",
       "      <td>卯城野小口</td>\n",
       "      <td>2019-03-03 12:52:29</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>直传\\n草裙舞女孩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25486</th>\n",
       "      <td>51793547</td>\n",
       "      <td>[四月/生肉]地元是日本05</td>\n",
       "      <td>うめこた教主</td>\n",
       "      <td>2019-05-08 10:22:39</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>來源：網路\\n每周一更新~</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25487</th>\n",
       "      <td>32695</td>\n",
       "      <td>闪电11人 103[雪铃]</td>\n",
       "      <td>伊字訣</td>\n",
       "      <td>2010-10-23 19:43:18</td>\n",
       "      <td>77</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>= =level 5!!!!!!!!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25488</th>\n",
       "      <td>35764</td>\n",
       "      <td>数码受搅合战争#15【华盟】</td>\n",
       "      <td>鈴科百合子</td>\n",
       "      <td>2010-11-10 11:30:18</td>\n",
       "      <td>71</td>\n",
       "      <td>549</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>UP主： 继续来新的zone搅合</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25489</th>\n",
       "      <td>16174</td>\n",
       "      <td>MAG·ネット 第15回 [偶像大师]</td>\n",
       "      <td>911</td>\n",
       "      <td>2010-07-22 00:27:33</td>\n",
       "      <td>56</td>\n",
       "      <td>76</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>雪步俺の嫁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25490</th>\n",
       "      <td>36880</td>\n",
       "      <td>【光荣字幕】SD高达三国传 30-31</td>\n",
       "      <td>游。。</td>\n",
       "      <td>2010-11-15 11:44:40</td>\n",
       "      <td>50</td>\n",
       "      <td>122</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>www.koeigame.cn 近日战渣浪壮烈依然…存活甚少…一并发之…</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25491</th>\n",
       "      <td>26225</td>\n",
       "      <td>【HKG字幕组】岌岌可危猫猫村 第6话</td>\n",
       "      <td>芙兰朵露教使徒类星体</td>\n",
       "      <td>2010-09-17 04:07:39</td>\n",
       "      <td>49</td>\n",
       "      <td>147</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>HKG字幕组 换了次字幕组看看；这次能登大发彪，小林你真是活该啊，以及教官终于用了次正常语气...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25492</th>\n",
       "      <td>34205</td>\n",
       "      <td>【生肉】向阳素描×☆☆☆ 番外篇下</td>\n",
       "      <td>wtyrambo</td>\n",
       "      <td>2010-11-01 21:29:54</td>\n",
       "      <td>44</td>\n",
       "      <td>42</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>QQ 夏目这次扳回一城=w=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25493</th>\n",
       "      <td>31196</td>\n",
       "      <td>【生肉】岌岌可危猫猫村 最终话</td>\n",
       "      <td>芙兰朵露教使徒类星体</td>\n",
       "      <td>2010-10-13 23:50:53</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>连载动画</td>\n",
       "      <td>C社的站 什么？生肉？！字幕组们为什么都让我等到官网上免费放送了还不出呢？！毕竟是最终话啊！</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25494 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            av号                                     标题            up主  \\\n",
       "0      26361000                      【7月】工作细胞 01【独家正版】         哔哩哔哩番剧   \n",
       "1      26552395              【7月】OVERLORD 第三季 01【独家正版】         哔哩哔哩番剧   \n",
       "2       4305747                 【4月】在下坂本有何贵干？ 01【独家正版】         哔哩哔哩番剧   \n",
       "3       2540946                  【7月】OVERLORD 01【独家正版】         哔哩哔哩番剧   \n",
       "4      18138224              【1月】OVERLORD 第二季 01【独家正版】         哔哩哔哩番剧   \n",
       "5      40559171     【1月】辉夜大小姐想让我告白~天才们的恋爱头脑战~ 01【独家正版】         哔哩哔哩番剧   \n",
       "6      33269836               【10月】刀剑神域 Alicization 01         哔哩哔哩番剧   \n",
       "7      32836144                  【10月】关于我转生变成史莱姆这档事 01         哔哩哔哩番剧   \n",
       "8      18168483                   【1月】紫罗兰永恒花园 01【独家正版】         哔哩哔哩番剧   \n",
       "9       7961887                   【1月】小林家的龙女仆 01【独家正版】         哔哩哔哩番剧   \n",
       "10     12139404             【7月】欢迎来到实力至上主义的教室 01【独家正版】         哔哩哔哩番剧   \n",
       "11     26273789                 【7月】Angels Of Death 01         哔哩哔哩番剧   \n",
       "12     26833564                      【7月】工作细胞 02【独家正版】         哔哩哔哩番剧   \n",
       "13     33018563                【10月】青春猪头少年不会梦到兔女郎学姐 01         哔哩哔哩番剧   \n",
       "14      1577372          【10月】Fate/stay night -UBW- 00         哔哩哔哩番剧   \n",
       "15      9698756                    【4月】埃罗芒阿老师 01【独家正版】         哔哩哔哩番剧   \n",
       "16      2975135               【7月/完结】OVERLORD 13【独家正版】         哔哩哔哩番剧   \n",
       "17      2544174                          【7月】干物妹！小埋 01         哔哩哔哩番剧   \n",
       "18     39745777                   【1月】盾之勇者成名录 01【独家正版】         哔哩哔哩番剧   \n",
       "19     21595634           【1月/完结】OVERLORD 第二季 13【独家正版】         哔哩哔哩番剧   \n",
       "20      4428210                 【4月】在下坂本有何贵干？ 02【独家正版】         哔哩哔哩番剧   \n",
       "21      8084513                   【1月】小林家的龙女仆 02【独家正版】         哔哩哔哩番剧   \n",
       "22     11798196            【7月】Fate/Apocrypha 01【独家正版】         哔哩哔哩番剧   \n",
       "23      2573526                  【7月】OVERLORD 02【独家正版】         哔哩哔哩番剧   \n",
       "24     27382837                      【7月】工作细胞 03【独家正版】         哔哩哔哩番剧   \n",
       "25     40391547                    【1月】五等分的新娘 01【独家正版】         哔哩哔哩番剧   \n",
       "26     40082047                       【1月】多罗罗 01【独家正版】         哔哩哔哩番剧   \n",
       "27      4260702                   【4月】Re：从零开始的异世界生活 01       TV-TOKYO   \n",
       "28      2642699                  【7月】OVERLORD 04【独家正版】         哔哩哔哩番剧   \n",
       "29      2606917                  【7月】OVERLORD 03【独家正版】         哔哩哔哩番剧   \n",
       "...         ...                                    ...            ...   \n",
       "25464  38100406                 【4月/日语生肉】电视衰人Nanana 09    Q1124357920   \n",
       "25465  17123549                     【十月】动画同好会 07【英配生肉】        无所事事青叶酱   \n",
       "25466   8371852            【7月/生肉】Atomic Puppet S01E16          的伊卡洛斯   \n",
       "25467  36407683            [ViuTV粤语] 魔物猎人物语 RIDE ON 31  诺小亚基ViuTVBstv   \n",
       "25468     32952                【10月】侦探歌剧 少女福尔摩斯03 【极影】           王大炮丶   \n",
       "25469     11315                   【澄空&极影】灼眼的夏娜炭小剧场 第三弹          鈴科百合子   \n",
       "25470  21896030                      【4月】SNS 警察 08【生肉】      hungry小浩纸   \n",
       "25471     26114   【sartiend】遊戯王5D'S 第127話「激闘！運命を賭けた黒い羽           このみ控   \n",
       "25472  46688278                         【生肉】星之島喵喵 第19集            真堂廚   \n",
       "25473     33724                         【7月】圣诞之吻17【极影】          坂上智代   \n",
       "25474   8527320            【7月/生肉】Atomic Puppet S01E21          的伊卡洛斯   \n",
       "25475  21772370    【3月】Nomad of Nowhere Episode 1【无字幕】           阿困少年   \n",
       "25476  35944781              ［ViuTV粤语］魔物猎人物语RIDE ON 30  诺小亚基ViuTVBstv   \n",
       "25477  38174746                 【4月/日语生肉】电视衰人Nanana 10    Q1124357920   \n",
       "25478   8527274            【7月/生肉】Atomic Puppet S01E22          的伊卡洛斯   \n",
       "25479     31365                       【光荣字幕】SD高达三国传 28            游。。   \n",
       "25480     33817                 【10月】侦探歌剧 少女福尔摩斯04【极影】           王大炮丶   \n",
       "25481     34842                   【7月】圣诞之吻18【AngelSub】          坂上智代   \n",
       "25482  22359247  【3月】Nomad of Nowhere- Episode 5 【无字幕】           阿困少年   \n",
       "25483  50541934                      【4月】毛球权次郎 02 【生肉】        けいツバサイー   \n",
       "25484     31969                       【光荣字幕】SD高达三国传 29            游。。   \n",
       "25485  45176166        【1月/生肉】草裙舞女孩(Hulaing Babies) 07          卯城野小口   \n",
       "25486  51793547                         [四月/生肉]地元是日本05         うめこた教主   \n",
       "25487     32695                          闪电11人 103[雪铃]            伊字訣   \n",
       "25488     35764                         数码受搅合战争#15【华盟】          鈴科百合子   \n",
       "25489     16174                    MAG·ネット 第15回 [偶像大师]            911   \n",
       "25490     36880                    【光荣字幕】SD高达三国传 30-31            游。。   \n",
       "25491     26225                    【HKG字幕组】岌岌可危猫猫村 第6话     芙兰朵露教使徒类星体   \n",
       "25492     34205                      【生肉】向阳素描×☆☆☆ 番外篇下       wtyrambo   \n",
       "25493     31196                        【生肉】岌岌可危猫猫村 最终话     芙兰朵露教使徒类星体   \n",
       "\n",
       "                     上传日期      观看次数      弹幕   reply     收藏      投币      分享  \\\n",
       "0     2018-07-08 00:30:00  39288690  438071   71627   3410  167246  212248   \n",
       "1     2018-07-10 22:30:00  27804133  315534   82178   1515  142681   38629   \n",
       "2     2016-04-08 11:00:00  25595138  393373   62304  59118   94815  111022   \n",
       "3     2015-07-08 01:19:56  25070652  281741   24837  17683   36169   59361   \n",
       "4     2018-01-09 22:59:59  24516006  261546   46168   3763   57638   25524   \n",
       "5     2019-01-13 00:00:00  21562061  329098   34237    217  113539   99190   \n",
       "6     2018-10-07 00:30:00  21555947  501979   92877    258  215425   66145   \n",
       "7     2018-10-02 00:30:00  21223365  208074   39592    201   99250   49808   \n",
       "8     2018-01-11 00:00:03  19882068  313719  143690  10289  180827  104766   \n",
       "9     2017-01-11 23:30:00  19243952  359248   23563   5104   42353   37640   \n",
       "10    2017-07-13 01:00:00  18903091  499052   44675   1788   43183   50557   \n",
       "11    2018-07-06 21:00:00  18869374  345937   58695   1891   86509   67035   \n",
       "12    2018-07-15 00:30:00  17675423  403528   51516   1317   81250   58744   \n",
       "13    2018-10-04 02:50:00  17325634  233123   36520    247  127985   69850   \n",
       "14    2014-10-05 00:30:00  17026441  718430   65451  34293   47266   53372   \n",
       "15    2017-04-09 01:00:00  16733002  409904   43211   5100   59406   50814   \n",
       "16    2015-09-29 23:00:00  16585979  252452   29620   5200   38337   47476   \n",
       "17    2015-07-09 03:14:00  16267613  541565   19322  16431   31137   40644   \n",
       "18    2019-01-02 23:00:00  16231663  225660   44936    226   87752   28542   \n",
       "19    2018-04-03 23:00:00  16035825  273728   47218    479   45894   13329   \n",
       "20    2016-04-22 02:00:00  14745103  154659   13976  12528   44635   17249   \n",
       "21    2017-01-18 22:19:44  14372572  340762   12888   2276   29792   20379   \n",
       "22    2017-07-02 00:30:00  14353762  335987   73280   2172   32244   57110   \n",
       "23    2015-07-14 23:00:00  14127586  177450    8467   4108   18741    8683   \n",
       "24    2018-07-22 00:30:00  14089927  421109   33996    551   54927   29769   \n",
       "25    2019-01-11 01:33:00  14049445  203467   40394    130   81053   31401   \n",
       "26    2019-01-06 23:00:00  13988562  104145   27981    123   59708   38671   \n",
       "27    2016-04-04 02:05:00  13878352   51003   66677  24003   70126   42068   \n",
       "28    2015-07-28 23:00:00  13551122  232126   12716   3858   23162    6769   \n",
       "29    2015-07-21 23:00:00  13544321  204392    8318   2948   18396    6222   \n",
       "...                   ...       ...     ...     ...    ...     ...     ...   \n",
       "25464 2018-12-14 10:42:57       199       0       0      1       0       0   \n",
       "25465 2017-12-10 14:54:49       198       0       2      7       4       2   \n",
       "25466 2017-02-03 14:57:37       196       0       0      4       0       4   \n",
       "25467 2018-11-21 02:36:51       195       0       0      5       1       0   \n",
       "25468 2010-10-25 01:05:42       193    1806      33     12       3       4   \n",
       "25469 2010-06-27 13:59:33       191     182       8     31       5       4   \n",
       "25470 2018-04-10 11:07:59       181       0       2      4       7       5   \n",
       "25471 2010-09-16 14:57:19       180     581       7      2       0       3   \n",
       "25472 2019-03-19 00:03:28       177       0       0      1       2       0   \n",
       "25473 2010-10-30 01:08:20       171    2411      72     12       1       4   \n",
       "25474 2017-02-10 16:42:15       167       0       0      0       2       4   \n",
       "25475 2018-04-07 12:52:20       166       1       2      8       1       2   \n",
       "25476 2018-11-14 16:45:50       165       0       0      5       2       1   \n",
       "25477 2018-12-15 13:09:14       156       0       0      2       0       0   \n",
       "25478 2017-02-10 16:40:17       152       1       0      1       2       5   \n",
       "25479 2010-10-15 00:53:18       133      92       1      2       0       3   \n",
       "25480 2010-10-30 16:26:09       128    1723      46     14       4       3   \n",
       "25481 2010-11-05 16:35:09       124    2105      53      8       2       3   \n",
       "25482 2018-04-21 10:52:10       124       0       0      0       2       1   \n",
       "25483 2019-04-27 11:36:53       118       0       2      1       2       0   \n",
       "25484 2010-10-19 00:08:59       112      93       6      4       0       7   \n",
       "25485 2019-03-03 12:52:29       105       0       1      1       1       0   \n",
       "25486 2019-05-08 10:22:39        81       2       0      1       0       0   \n",
       "25487 2010-10-23 19:43:18        77       8       1      2       0       6   \n",
       "25488 2010-11-10 11:30:18        71     549       6     12       1       5   \n",
       "25489 2010-07-22 00:27:33        56      76      11      7       2       5   \n",
       "25490 2010-11-15 11:44:40        50     122       1      2       0       5   \n",
       "25491 2010-09-17 04:07:39        49     147       4      1       2       1   \n",
       "25492 2010-11-01 21:29:54        44      42       7      1       1       4   \n",
       "25493 2010-10-13 23:50:53        35      28       5      1       0       4   \n",
       "\n",
       "          喜欢  不喜欢  现在排名  他的排名    标签  \\\n",
       "0       4844    0     0     0  连载动画   \n",
       "1       5386    0     0     0  连载动画   \n",
       "2        336    0     0     0  连载动画   \n",
       "3        857    0     0     1  连载动画   \n",
       "4       4912    0     0     0  连载动画   \n",
       "5       1924    0     0     0  连载动画   \n",
       "6       3546    0     0     0  连载动画   \n",
       "7       1111    0     0     0  连载动画   \n",
       "8      15922    0     0     0  连载动画   \n",
       "9        438    0     0     0  连载动画   \n",
       "10       355    0     0     0  连载动画   \n",
       "11      4717    0     0     0  连载动画   \n",
       "12      2191    0     0     0  连载动画   \n",
       "13      2142    0     0     0  连载动画   \n",
       "14       206    0     0     1  连载动画   \n",
       "15       547    0     0     0  连载动画   \n",
       "16       508    0     0     1  连载动画   \n",
       "17       482    0     0     1  连载动画   \n",
       "18      1730    0     0     0  连载动画   \n",
       "19      1861    0     0     0  连载动画   \n",
       "20       131    0     0     0  连载动画   \n",
       "21       298    0     0     0  连载动画   \n",
       "22       181    0     0     0  连载动画   \n",
       "23       348    0     0     1  连载动画   \n",
       "24      1066    0     0     0  连载动画   \n",
       "25      1911    0     0     0  连载动画   \n",
       "26      1446    0     0     0  连载动画   \n",
       "27        94    0     0     0  连载动画   \n",
       "28       298    0     0     1  连载动画   \n",
       "29       316    0     0     1  连载动画   \n",
       "...      ...  ...   ...   ...   ...   \n",
       "25464      4    0     0     0  连载动画   \n",
       "25465      6    0     0     0  连载动画   \n",
       "25466      0    0     0     0  连载动画   \n",
       "25467      1    0     0     0  连载动画   \n",
       "25468      0    0     0     0  连载动画   \n",
       "25469      2    0     0     0  连载动画   \n",
       "25470     34    0     0     0  连载动画   \n",
       "25471      0    0     0     0  连载动画   \n",
       "25472     12    0     0     0  连载动画   \n",
       "25473      0    0     0     0  连载动画   \n",
       "25474      1    0     0     0  连载动画   \n",
       "25475      1    0     0     0  连载动画   \n",
       "25476      2    0     0     0  连载动画   \n",
       "25477      3    0     0     0  连载动画   \n",
       "25478      1    0     0     0  连载动画   \n",
       "25479      0    0     0     0  连载动画   \n",
       "25480      0    0     0     0  连载动画   \n",
       "25481      0    0     0     0  连载动画   \n",
       "25482      1    0     0     0  连载动画   \n",
       "25483      4    0     0     0  连载动画   \n",
       "25484      0    0     0     0  连载动画   \n",
       "25485      2    0     0     0  连载动画   \n",
       "25486      4    0     0     0  连载动画   \n",
       "25487      0    0     0     0  连载动画   \n",
       "25488      1    0     0     0  连载动画   \n",
       "25489      0    0     0     0  连载动画   \n",
       "25490      0    0     0     0  连载动画   \n",
       "25491      1    0     0     0  连载动画   \n",
       "25492      1    0     0     0  连载动画   \n",
       "25493      0    0     0     0  连载动画   \n",
       "\n",
       "                                                      描述  \n",
       "0                                                    #01  \n",
       "1                                                    #01  \n",
       "2                                           #01 1年2班 坂本君  \n",
       "3                                              #01 终焉与起始  \n",
       "4                                                    #01  \n",
       "5                                                    #01  \n",
       "6                                                    #01  \n",
       "7                                                    #01  \n",
       "8                                                    #01  \n",
       "9                                                    #01  \n",
       "10                                                   #01  \n",
       "11                                                   #01  \n",
       "12                                                   #02  \n",
       "13                                                   #01  \n",
       "14     十年前，那个男人摸着我的头说过只言片语后转身离开。当时的我有种预感，他不会再回来了。\\r\\n...  \n",
       "15                                                   #01  \n",
       "16                                            #13 PVN（完）  \n",
       "17                                             #01 小埋和哥哥  \n",
       "18                                                   #01  \n",
       "19                                                   #13  \n",
       "20                                        #02 与其被保护不如去保护  \n",
       "21                                                   #02  \n",
       "22                                                   #01  \n",
       "23                                             #02 阶层守护者  \n",
       "24                                                   #03  \n",
       "25                                                   #01  \n",
       "26                                                   #01  \n",
       "27                                       #01 初始的终结与结束的开始  \n",
       "28                                             #04 死亡支配者  \n",
       "29                                             #03 卡恩村之战  \n",
       "...                                                  ...  \n",
       "25464  jibaketa\\n電視衰蕉，テレビ野郎 ナナーナ， Televi Yarou Nanana...  \n",
       "25465                         http://animeheaven.eu/\\n07  \n",
       "25466  《Atomic Puppet》講述了無畏的超級英雄&amp;quot;原子隊長&amp;qu...  \n",
       "25467                                                NaN  \n",
       "25468  QQ自压 你问我这部番萌什么当然是 LOLI版LUKA了 抽烟样子超级萌 有点三无属性（PS...  \n",
       "25469  随夏娜S03话附送，S03地址：http://bilibili.us/plus/view.p...  \n",
       "25470                              WEB\\n08 心配！ツイ廃抜き打ちテスト  \n",
       "25471                                       QQ 克罗你尽力了。。。  \n",
       "25472                     自剪壓\\n第19話ホピの大事な宝物\\n2019年2月9日放送  \n",
       "25473                                        q 已经没啥好简介的了  \n",
       "25474  《Atomic Puppet》講述了無畏的超級英雄&amp;quot;原子隊長&amp;qu...  \n",
       "25475  https://www.youtube.com/watch?v=_Rb_XwUZ1pQ\\n听...  \n",
       "25476                                                NaN  \n",
       "25477  jibaketa\\n電視衰蕉，テレビ野郎 ナナーナ， Televi Yarou Nanana...  \n",
       "25478  《Atomic Puppet》講述了無畏的超級英雄&amp;quot;原子隊長&amp;qu...  \n",
       "25479                            www.koeigame.cn 继续双线工作…  \n",
       "25480                                            这是部慢热番，  \n",
       "25481                                           q 上课了上课了  \n",
       "25482  https://www.youtube.com/watch?v=WEED2NzrV78\\n3...  \n",
       "25483                                  nyaa Leopard-Raws  \n",
       "25484                  WWW.koeigame.cn 【光荣字幕】SD高达三国传 29   \n",
       "25485                                          直传\\n草裙舞女孩  \n",
       "25486                                      來源：網路\\n每周一更新~  \n",
       "25487                                 = =level 5!!!!!!!!  \n",
       "25488                                   UP主： 继续来新的zone搅合  \n",
       "25489                                              雪步俺の嫁  \n",
       "25490              www.koeigame.cn 近日战渣浪壮烈依然…存活甚少…一并发之…   \n",
       "25491  HKG字幕组 换了次字幕组看看；这次能登大发彪，小林你真是活该啊，以及教官终于用了次正常语气...  \n",
       "25492                                     QQ 夏目这次扳回一城=w=  \n",
       "25493     C社的站 什么？生肉？！字幕组们为什么都让我等到官网上免费放送了还不出呢？！毕竟是最终话啊！  \n",
       "\n",
       "[25494 rows x 16 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(\"观看次数\", ascending=False).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到最高的播放量在4000千万不到，并且远超第二部。前几部都是番剧的第一集。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12499c550>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.sort_values(\"观看次数\", ascending=False).reset_index(drop=True)['观看次数'].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从途中可以看到播放次数陡然从高到底，从大约1000左右开始就趋近于平缓了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1287e7be0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAD8CAYAAACyyUlaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAFzhJREFUeJzt3X2MXfWd3/H3dx48fsAOxuYptlkDcZWQNJuABWRTRdlkAwZtZVIlEqt2sVIkVxGRNlIrLdv9gyipquxWu6vQ3VKxjRVIkxBKNoJKUNZio2a3CwQ7ITyEEBuH4IkpxtgYg59m5n77x/0NvQwz48ucmXPHZ94vcXXO/d7fOed3fr7DZ87DvROZiSRJVfT1ugOSpNOfYSJJqswwkSRVZphIkiozTCRJlRkmkqTKDBNJUmWGiSSpMsNEklTZQK87MNtWr16d69ev73U3JOm0snPnzgOZefZMl29cmKxfv54dO3b0uhuSdFqJiF9VWd7TXJKkygwTSVJlhokkqTLDRJJUmWEiSarMMJEkVWaYSJIqa1yYvHp0pNddkKQFp3lhcuxkr7sgSQtO48JEklQ/w0SSVJlhIkmqrHlhkr3ugCQtPM0LE0lS7QwTSVJlhokkqTLDRJJUmWEiSarMMJEkVXbKMImIdRHxg4h4JiKejog/KPWzImJ7ROwq05WlHhFxa0TsjognIuLSjnVtKe13RcSWjvplEfFkWebWiIjptiFJml+6OTIZBf5tZr4PuBK4KSIuAW4GHsrMDcBD5TnANcCG8tgK3AbtYABuAa4ALgdu6QiH20rb8eU2lfpU25iSHzORpPqdMkwy88XM/HGZPwI8A6wBNgN3lGZ3ANeV+c3Andn2CHBmRJwPXA1sz8yDmXkI2A5sKq+tyMyHMzOBOyesa7JtSJLmkXd0zSQi1gMfBh4Fzs3MF6EdOMA5pdkaYG/HYsOlNl19eJI602xjYr+2RsSOiNhx8qTfGixJdes6TCLiDOB7wBcz87Xpmk5SyxnUu5aZt2fmxszcuGjRoneyqCRpFnQVJhExSDtIvpWZf1PKL5VTVJTp/lIfBtZ1LL4W2HeK+tpJ6tNtQ5I0j3RzN1cAXweeycw/73jpPmD8jqwtwL0d9RvKXV1XAofLKaoHgasiYmW58H4V8GB57UhEXFm2dcOEdU22DUnSPDLQRZuPAr8PPBkRj5favwe+CtwdETcCLwCfLa/dD1wL7AaOAp8DyMyDEfEV4LHS7suZebDMfx74BrAEeKA8mGYbkqR5JNo3UDXHqvXvy1eef6bX3ZCk00pE7MzMjTNd3k/AS5IqM0wkSZUZJpKkygwTSVJlhokkqTLDRJJUmWEiSaqscWHSsI/NSNJpoXFhIkmqn2EiSarMMJEkVWaYSJIqM0wkSZUZJpKkygwTSVJlhokkqTLDRJJUmWEiSarMMJEkVdbAMPHLuSSpbg0ME0lS3QwTSVJljQsTT3JJUv0aFyaSpPoZJpKkygwTSVJlhokkqTLDRJJUmWEiSarMMJEkVWaYSJIqM0wkSZU1LkzSj8BLUu0aFyaSpPoZJpKkygwTSVJlhokkqbJThklEbIuI/RHxVEftSxHx64h4vDyu7XjtjyJid0Q8GxFXd9Q3ldruiLi5o35hRDwaEbsi4rsRsajUh8rz3eX19bO105Kk2dXNkck3gE2T1P8iMz9UHvcDRMQlwPXA+8sy/yUi+iOiH/gr4BrgEuD3SluAPynr2gAcAm4s9RuBQ5n5HuAvSjtJ0jx0yjDJzB8CB7tc32bgrsw8kZm/BHYDl5fH7szck5kngbuAzRERwCeAe8rydwDXdazrjjJ/D/DJ0l6SNM9UuWbyhYh4opwGW1lqa4C9HW2GS22q+irg1cwcnVB/y7rK64dL+7eJiK0RsSMidoyOjk7WRJI0h2YaJrcBFwMfAl4E/qzUJztyyBnUp1vX24uZt2fmxszcODAwMF2/JUlzYEZhkpkvZeZYZraAv6Z9GgvaRxbrOpquBfZNUz8AnBkRAxPqb1lXef1ddH+6TZJUoxmFSUSc3/H008D4nV73AdeXO7EuBDYAPwIeAzaUO7cW0b5If19mJvAD4DNl+S3AvR3r2lLmPwP8XWkvSZpnTnlOKCK+A3wcWB0Rw8AtwMcj4kO0Tzs9D/wbgMx8OiLuBn4GjAI3ZeZYWc8XgAeBfmBbZj5dNvGHwF0R8R+AnwBfL/WvA9+MiN20j0iur7y3kqQ5EU37Zf/MC96br77w8153Q5JOKxGxMzM3znR5PwEvSaqscWHSrOMsSTo9NC5MJEn1M0wkSZUZJpKkygwTSVJlhokkqTLDRJJUWfPCxHuDJal2zQsTSVLtDBNJUmWGiSSpMsNEklSZYSJJqswwkSRVZphIkiprXJikHzSRpNo1LkwkSfUzTCRJlRkmkqTKDBNJUmWGiSSpMsNEklSZYSJJqswwkSRVZphIkiozTCRJlTUuTNJvU5Gk2jUuTCRJ9WtcmHhgIkn1a1yYSJLq17gwSS+aSFLtGhcmkqT6NS5MPC6RpPo1LkxME0mqX+PCxCyRpPqdMkwiYltE7I+IpzpqZ0XE9ojYVaYrSz0i4taI2B0RT0TEpR3LbCntd0XElo76ZRHxZFnm1oiI6bYhSZp/ujky+QawaULtZuChzNwAPFSeA1wDbCiPrcBt0A4G4BbgCuBy4JaOcLittB1fbtMptjGt9NhEkmp3yjDJzB8CByeUNwN3lPk7gOs66ndm2yPAmRFxPnA1sD0zD2bmIWA7sKm8tiIzH872Pb13TljXZNs4RYe7aiVJmkUzvWZybma+CFCm55T6GmBvR7vhUpuuPjxJfbptSJLmmdm+AB+T1HIG9Xe20YitEbEjInZ4YCJJ9ZtpmLxUTlFRpvtLfRhY19FuLbDvFPW1k9Sn28bbZObtmbkxMzeW5zPcLUnSTMw0TO4Dxu/I2gLc21G/odzVdSVwuJyiehC4KiJWlgvvVwEPlteORMSV5S6uGyasa7JtnFLLLJGkWg2cqkFEfAf4OLA6IoZp35X1VeDuiLgReAH4bGl+P3AtsBs4CnwOIDMPRsRXgMdKuy9n5vhF/c/TvmNsCfBAeTDNNk5prJX09012Bk2SNBeiaaeEhs7fkIdf+DmLB/t73RVJOm1ExM7xSwUz0bhPwAO0GhaQkjTfNTJMxrxoIkm1amSYtFq97oEkLSzNDBNPc0lSrRoZJmOGiSTVqpFh0vKaiSTVqplhYpZIUq0aGSae5pKkejUyTDzNJUn1amaYeGQiSbVqZJj4oUVJqlcjw8QjE0mqV0PDpNc9kKSFpZFh4mkuSapXI8PE01ySVK9mholf9ChJtWpkmPihRUmqVyPDxNNcklSvZoaJF+AlqVaNDBPv5pKkejUyTMwSSapXQ8PENJGkOjUyTDzNJUn1amSYeGQiSfUyTCRJlTUyTMb8BLwk1aqRYeKRiSTVq5lh4gV4SapVI8PE7+aSpHo1Mkw8MJGkejUzTEwTSapVI8PEDy1KUr0aGSYnRr03WJLq1MgweePEaK+7IEkLSjPD5KRhIkl1alyYBHDs5FivuyFJC0rjwqSvLzhqmEhSrSqFSUQ8HxFPRsTjEbGj1M6KiO0RsatMV5Z6RMStEbE7Ip6IiEs71rOltN8VEVs66peV9e8uy8YpdyjCayaSVLPZODL57cz8UGZuLM9vBh7KzA3AQ+U5wDXAhvLYCtwG7fABbgGuAC4HbhkPoNJma8dym065Q4FHJpJUs7k4zbUZuKPM3wFc11G/M9seAc6MiPOBq4HtmXkwMw8B24FN5bUVmflwZiZwZ8e6ptQXwbERw0SS6lQ1TBL424jYGRFbS+3czHwRoEzPKfU1wN6OZYdLbbr68CT1aRkmklS/gYrLfzQz90XEOcD2iPj5NG0nu96RM6i/fcXtINsKsPzdF3nNRJJqVunIJDP3lel+4Pu0r3m8VE5RUab7S/NhYF3H4muBfaeor52kPlk/bs/MjZm5ccniIV49OlJltyRJ79CMwyQilkXE8vF54CrgKeA+YPyOrC3AvWX+PuCGclfXlcDhchrsQeCqiFhZLrxfBTxYXjsSEVeWu7hu6FjXlAb6+nj16MmZ7pYkaQaqnOY6F/h+uVt3APh2Zv6viHgMuDsibgReAD5b2t8PXAvsBo4CnwPIzIMR8RXgsdLuy5l5sMx/HvgGsAR4oDym1d8XvHFyjOMjYywe7K+we5Kkbs04TDJzD/Cbk9RfAT45ST2Bm6ZY1zZg2yT1HcAH3km/BvqCFvDq0RHOe5dhIkl1aNwn4Pv72tftD77hqS5JqkvjwmSghMkhr5tIUm2aFyb97V068PqJHvdEkhaOxoXJ+Gmuw8e8PViS6tK8MCnfBXnoDcNEkurSuDCJgLOWLeKlI8d73RVJWjAaFyYAZ58xxIEjXjORpLo0MkxWL1/kBXhJqlEjw+Sc5Yt56TXDRJLq0sgwueCspew7fIzjfhW9JNWikWFy0dnLyIRfvXK0112RpAWhkWFy8dlnALDn5dd73BNJWhgaGSYXrl4GwJ4Db/S4J5K0MDQyTJYNDXDeisU855GJJNWikWEC7esme172yESS6tDYMLlw9TL2vPw67T+jIkmaS40Nk/eccwavHR/lZT8JL0lzrrFh8t7zVgDw9Iuv9bgnktR8jQ2TD6xph8lTw4d73BNJar7GhsnyxYO897zl/P2uA73uiiQ1XmPDBOCT7zuHnS8c8u/BS9Ica3SY/O4H381YK/mfP93X665IUqM1Okzed/4KPrBmBffsHO51VySp0RodJgCfuXQtT/76ME/92gvxkjRXGh8mn750LYsH+/j2j17odVckqbEaHybvWjLI5t9cwz07h9n/mn8XXpLmQuPDBODzH7+YkbEW33rUoxNJmgsLIkzWr17GJ997Lrf/cA/P+7X0kjTrFkSYAHzluvcz2B988buPMzLW6nV3JKlRFkyYnP+uJfzHf/FPeXzvq/zh956g1fLbhCVptgz0ugN1+t0PvptdL73O1x7aRSb86Wc+yGD/gslTSZozCypMAL74OxtYNNDHf3rwWY4cH+Fr13+YZUMLbhgkaVYtuF/LI4Kbfvs9fGXz+3no5/v553/5Dzyy55Ved0uSTmsLLkzG/f5H1vPfb7yCk6Mtrr/9Eb7w7R/zkxcO9bpbknRaiqb9WduNGzfmjh07um5/7OQY//nvdvHNh3/FkROjfOK95/Avr7iAj/2Ts72eImnBiIidmblxxssv9DAZ98aJUbb9wy/Z9n9+yaGjI6xcOshvvWc1v3XxKj5y0SouXL2MiJiDHktS7xkmE8w0TMadHG3xv3/xMvc/+SL/+NwBXnqt/Tfkz1uxmI9cvIrLfmMl73/3CtavWsaZSwcNGEmNUDVM5v1tTBGxCfga0A/8t8z86lxub9FAH5+65Fw+dcm5ZCa/PPAG//jcKzy85xX+ftfLfP8nv36z7fKhAdaetZR1K5ewrkwvWLWUdSuXsnblUpYs6p/LrkrSvDGvj0wioh/4BfApYBh4DPi9zPzZVMtUPTKZTmay9+Axfv5/X+OFg0cZPnSMvQePsvfQUV44eJTjI2/9ZP3qM4ZYu3IJq88Y4sylg6xYPMiKJQOcuWSQFUsGWb54kOWLBzhjaICli/rb06EBlg7209fnEY+k+jT9yORyYHdm7gGIiLuAzcCUYTKXIoILVi3lglVL3/ZaZnLg9ZPsPXS0HTAHj7L34DGGXz3K8KGj/GzfCIePjfDGybGutjU00MeSRf0sHuhn8WAfQwP9DA32sai/783pooE+Fg30vzk/2B8M9JVpfzDY38dgfx8DfcHAm9NoT/v6GOgP+sfn+4L+8tp4rT1tPx9/9MX4FPoi6Oucj6nr42cDIyBoP++LIMZrni6UTmvzPUzWAHs7ng8DV/SoL9OKCM5ePsTZy4e49IKVU7YbHWtx+NgIR46PcuT4KK8dH+GNE6McPTnG6ydGOXpylNdPjHFiZIzjI2McGxnjxGiLEyMtjo+OcXK0xfGRFq8dG+XE6BgjY8nJ0RYnx1qMjrUYHcv2fCsZOw2/MqYdNrwZQEG78Gbo0A6pKEH0/1+LN5ftNpi6adXdqrrcXhfNuo3U7tZ16kbdZnh3YzV7vxB0tX9d9312xqH7f5suttfVirrcXjdtavhlbb6HyWQj8Lb/Q0bEVmArwAUXXDDXfapkoL+PVWcMseqMoTnfVquVjLTaATM6loy2Woy1kpFWMlaej7be+tpYK98Mova0xchY0molY9muZ0Jr4nwmrWwfoY21Jpmn3Rba9cz2P2SrY55Msj0hGV9He778R+Zb629ZZ1m2G/n2t9Hb23Sxrm7jurt+dbe2rvrVVd9ncXuztJ72umZv4LvrVxfvhe42N4tj1eW/zSw1SpKHutri1OZ7mAwD6zqerwX2TWyUmbcDt0P7mkk9XZv/+vqCob5+/LYYSady27+qtvx8/1TeY8CGiLgwIhYB1wP39bhPkqQJ5vXvrJk5GhFfAB6kfWvwtsx8usfdkiRNMK/DBCAz7wfu73U/JElTm++nuSRJpwHDRJJUmWEiSarMMJEkVWaYSJIqm9df9DgTEXEEeLbX/ZgHVgMHet2JHnMM2hyHNsdh+jH4jcw8e6Yrnve3Bs/As1W++bIpImLHQh8Hx6DNcWhzHOZ2DDzNJUmqzDCRJFXWxDC5vdcdmCccB8dgnOPQ5jjM4Rg07gK8JKl+TTwykSTVrDFhEhGbIuLZiNgdETf3uj9zISKej4gnI+LxiNhRamdFxPaI2FWmK0s9IuLWMh5PRMSlHevZUtrviogtvdqfbkXEtojYHxFPddRmbb8j4rIyrrvLsvPubwhPMQZfiohfl/fD4xFxbcdrf1T259mIuLqjPunPSfkzD4+Wsflu+ZMP805ErIuIH0TEMxHxdET8QakvmPfDNGPQ2/dD+6/end4P2l9P/xxwEbAI+ClwSa/7NQf7+TywekLtT4Gby/zNwJ+U+WuBB2j/tcorgUdL/SxgT5muLPMre71vp9jvjwGXAk/NxX4DPwI+UpZ5ALim1/vc5Rh8Cfh3k7S9pPwMDAEXlp+N/ul+ToC7gevL/H8FPt/rfZ5iHM4HLi3zy4FflP1dMO+Hacagp++HphyZXA7szsw9mXkSuAvY3OM+1WUzcEeZvwO4rqN+Z7Y9ApwZEecDVwPbM/NgZh4CtgOb6u70O5GZPwQOTijPyn6X11Zk5sPZ/sm5s2Nd88YUYzCVzcBdmXkiM38J7Kb9MzLpz0n5zfsTwD1l+c7xnFcy88XM/HGZPwI8A6xhAb0fphmDqdTyfmhKmKwB9nY8H2b6wT1dJfC3EbEz2n/3HuDczHwR2m8y4JxSn2pMmjJWs7Xfa8r8xPrp4gvl9M228VM7vPMxWAW8mpmjE+rzWkSsBz4MPMoCfT9MGAPo4fuhKWEy2TnNJt6m9tHMvBS4BrgpIj42TdupxqTpY/VO9/t0Ho/bgIuBDwEvAn9W6o0fg4g4A/ge8MXMfG26ppPUGjEWk4xBT98PTQmTYWBdx/O1wL4e9WXOZOa+Mt0PfJ/2YepL5dCcMt1fmk81Jk0Zq9na7+EyP7E+72XmS5k5lpkt4K9pvx/gnY/BAdqnfwYm1OeliBik/T/Rb2Xm35Tygno/TDYGvX4/NCVMHgM2lDsQFgHXA/f1uE+zKiKWRcTy8XngKuAp2vs5fifKFuDeMn8fcEO5m+VK4HA5/H8QuCoiVpbD4KtK7XQzK/tdXjsSEVeWc8U3dKxrXhv/n2fxadrvB2iPwfURMRQRFwIbaF9UnvTnpFwb+AHwmbJ853jOK+Xf6OvAM5n55x0vLZj3w1Rj0PP3Q6/vTJitB+27Nn5B++6EP+51f+Zg/y6ifbfFT4Gnx/eR9vnNh4BdZXpWqQfwV2U8ngQ2dqzrX9O+CLcb+Fyv962Lff8O7cP2Edq/Td04m/sNbCw/eM8Bf0n5MO98ekwxBt8s+/hE+R/G+R3t/7jsz7N03I001c9JeX/9qIzN/wCGer3PU4zDP6N9yuUJ4PHyuHYhvR+mGYOevh/8BLwkqbKmnOaSJPWQYSJJqswwkSRVZphIkiozTCRJlRkmkqTKDBNJUmWGiSSpsv8HINJYJycvGV8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看投币排序\n",
    "data.sort_values(\"投币\", ascending=False).reset_index(drop=True)['投币'].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以发现与观看次数的曲线几乎已知，因为他们的相关性很强，所以趋势基本相同。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '播放量')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看一下根据投稿时间的播放量情况，可以发现\n",
    "plt.plot(data.set_index(\"上传日期\")['观看次数'].sort_index())\n",
    "plt.title(u'播放量', fontproperties=font_hei)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "发现从2014年接近年末的时候，播放数量暴增。应该是对应的番剧带动。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "av号                                                1577372\n",
       "标题                           【10月】Fate/stay night -UBW- 00\n",
       "up主                                                 哔哩哔哩番剧\n",
       "观看次数                                              17026441\n",
       "弹幕                                                  718430\n",
       "reply                                                65451\n",
       "收藏                                                   34293\n",
       "投币                                                   47266\n",
       "分享                                                   53372\n",
       "喜欢                                                     206\n",
       "不喜欢                                                      0\n",
       "现在排名                                                     0\n",
       "他的排名                                                     1\n",
       "标签                                                    连载动画\n",
       "描述       十年前，那个男人摸着我的头说过只言片语后转身离开。当时的我有种预感，他不会再回来了。\\r\\n...\n",
       "Name: 2014-10-05 00:30:00, dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 得到对应的的番剧信息\n",
    "data.set_index(\"上传日期\")[\"2014\"].sort_values(\"观看次数\", ascending=False).iloc[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 获取用户的追番数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "因为找不到核实的模型处理前面的新番数据，所以另外爬取了用户的追番信息来做关联分析，可以查看到哪些番剧是关联比较大的。\n",
    "\n",
    "其中数据太大，只爬取了一小部分，提供的数据为 ID号为 1 到 20000 号的用户追番数据(对应为bangumi1, bangumi2)，实际爬取和处理的为 1 到450000 号的用户。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4.1 爬取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 因为数据很多，所以使用 ip 代理\n",
    "def get_bangumi(base_url, n, proxy):\n",
    "    \"\"\"\n",
    "    base_url: 爬取的 api\n",
    "    n: 用户的 id 号\n",
    "    proxy: 代理\n",
    "    返回一个用户的所有追番信息，\n",
    "    如果隐私设置或者本身没有，则返回空 list\n",
    "    \"\"\"\n",
    "    result = []  # 返回结果\n",
    "    retry_cont = 5  # 重新连接次数\n",
    "    url = base_url.format(1, n)  # 1 为第一页,因为有多页的情况\n",
    "    while retry_cont > 0:  # 当重连次数小于 5 次时，\n",
    "        try:  # 尝试获取数据\n",
    "            # 用代理获取信息\n",
    "            response = requests.get(\n",
    "                url, proxies={\"http\": \"http://{}\".format(proxy)}, headers=header)\n",
    "            # 获取第一页内容\n",
    "            json_data = json.loads(response.text)\n",
    "            if json_data['code'] == 53013:  # 如果设置隐私，则会返回 53013，则返回空 list\n",
    "                return []\n",
    "            temp = [bangumi['title']\n",
    "                    for bangumi in json_data['data']['list']]  # 第一页的内容\n",
    "            result.extend(temp)  # 添加进返回结果\n",
    "            # 得到需要爬取的页数\n",
    "            # 根据总数和每页显示数量得到整个页数\n",
    "            page = int(np.ceil(json_data['data']\n",
    "                               ['total'] / json_data['data']['ps']))\n",
    "            if page == 1:  # 如果只有 1 页就直接返回结果\n",
    "                return result\n",
    "            for i in range(2, page + 1):  # 获取其他页的内容\n",
    "                url = base_url.format(i, n)\n",
    "                response = requests.get(url)\n",
    "\n",
    "                json_data = json.loads(response.text)\n",
    "                temp = [bangumi['title']\n",
    "                        for bangumi in json_data['data']['list']]  # 第i页的内容\n",
    "                result.extend(temp)\n",
    "            return result\n",
    "        except Exception as e:\n",
    "            print(\"error:\", e)  # 返回错误代码\n",
    "            retry_cont -= 1\n",
    "    print(\"proxy 可能有问题！\")  # 因为用的动态代理，所以不做处理，实际没碰到这情况\n",
    "    return []  # 如果没法获取数据，直接返回空list\n",
    "\n",
    "\n",
    "def get_all2(m, n):\n",
    "    \"\"\"\n",
    "    因为数据较多，没法全部爬完，所以为了分段，用了两个参数\n",
    "    m: 为起始用户id\n",
    "    m: 为截至用户id\n",
    "    \"\"\"\n",
    "    result = []  # 用来储存结果\n",
    "    print(\"start:\", time.ctime())  # 开市爬取的时间\n",
    "\n",
    "    for i in range(m, n+1):  # 循环从 m 到 n 的所有的用户\n",
    "        data = get_bangumi(base_url, i, proxies)  # 获取数据\n",
    "        if 0 == len(data):  # 如果没有内容，则跳过\n",
    "            continue\n",
    "        result.append(data)  # 添加数据\n",
    "        time.sleep(np.random.rand() * 0.1)  # 因为用了代理，所以休眠时间比较短\n",
    "        print(\"已完成:\", float(i - m) / (n - m) * 100, \"%\")  # 显示进度\n",
    "    print(\"end:\", time.ctime())  # 结束时间\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 各用户追番对应的url\n",
    "base_url = \"https://api.bilibili.com/x/space/bangumi/follow/list?type=1&pn={}&ps=15&vmid={}&ts=1558535114825\"\n",
    "# 请求头\n",
    "header = {\"Referer\": \"https://www.bilibili.com/v/anime/serial/?spm_id_from=333.334.b_7072696d6172795f6d656e75.8\",\n",
    "          \"User-Agent\": \"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_14_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.103 Safari/537.36\",\n",
    "          \"Proxy-Authorization\": \"Basic UlJJTjE2MzQ0Mjg0NTQxMDEwMDY6dGhRRXREbjZMNmhxCg==\"}\n",
    "\n",
    "# 代理设置，需自己设置\n",
    "proxy_host = 'dyn.horocn.com'  # 代理主机\n",
    "proxy_port = 50000  # 端口\n",
    "proxy_username = 'RRIN1634428454101006'  # 验证的用户名\n",
    "proxy_pwd = \"thQEtDn6L6hq\"  # 用户密码\n",
    "proxies = {\n",
    "    'http': 'http://{}:{}@{}:{}'.format(proxy_username, proxy_pwd, proxy_host, proxy_port),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start: Sun May 26 14:14:02 2019\n",
      "已完成: 25.0 %\n",
      "已完成: 50.0 %\n",
      "已完成: 75.0 %\n",
      "end: Sun May 26 14:14:03 2019\n"
     ]
    }
   ],
   "source": [
    "# 耗时很长\n",
    "data = get_all2(1, 10000)  # 获取 ID 号为 1 到 ID 号为 10000 的用户追番数据\n",
    "pd.DataFrame(data).to_csv(\"bangumi1.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = get_all2(10001, 20000)  # 获取 ID 号为 10001 到 ID 号为 20000 的用户追番数据\n",
    "pd.DataFrame(data).to_csv(\"bangumi2.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4.2 建立模型(关联规则）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>1031</th>\n",
       "      <th>1032</th>\n",
       "      <th>1033</th>\n",
       "      <th>1034</th>\n",
       "      <th>1035</th>\n",
       "      <th>1036</th>\n",
       "      <th>1037</th>\n",
       "      <th>1038</th>\n",
       "      <th>1039</th>\n",
       "      <th>1040</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JOJO的奇妙冒险 黄金之风</td>\n",
       "      <td>魔法禁书目录 第三季</td>\n",
       "      <td>刀剑神域 Alicization</td>\n",
       "      <td>五等分的新娘</td>\n",
       "      <td>灵笼:INCARNATION</td>\n",
       "      <td>关于我转生变成史莱姆这档事</td>\n",
       "      <td>OVERLORDⅡ</td>\n",
       "      <td>紫罗兰永恒花园</td>\n",
       "      <td>Fate/EXTRA Last Encore</td>\n",
       "      <td>异世界食堂</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OVERLORDⅡ</td>\n",
       "      <td>地狱少女 宵伽</td>\n",
       "      <td>紫罗兰永恒花园</td>\n",
       "      <td>异世界食堂</td>\n",
       "      <td>戒律的复活</td>\n",
       "      <td>请问您今天要来点兔子吗？</td>\n",
       "      <td>OVERLORD Ⅲ</td>\n",
       "      <td>Re：从零开始的异世界生活</td>\n",
       "      <td>甲铁城的卡巴内瑞</td>\n",
       "      <td>在下坂本，有何贵干？</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>约会大作战 第三季</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>魔偶马戏团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>关于我转生变成史莱姆这档事</td>\n",
       "      <td>GAMERS电玩咖！</td>\n",
       "      <td>这个美术社大有问题！</td>\n",
       "      <td>从零开始的魔法书</td>\n",
       "      <td>龙王的工作！</td>\n",
       "      <td>NEW GAME!!</td>\n",
       "      <td>如果有妹妹就好了。</td>\n",
       "      <td>无畏魔女</td>\n",
       "      <td>少女编号</td>\n",
       "      <td>线上游戏的老婆不可能是女生？</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1041 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                0           1                 2         3               4  \\\n",
       "0  JOJO的奇妙冒险 黄金之风  魔法禁书目录 第三季  刀剑神域 Alicization    五等分的新娘  灵笼:INCARNATION   \n",
       "1       OVERLORDⅡ     地狱少女 宵伽           紫罗兰永恒花园     异世界食堂           戒律的复活   \n",
       "2       约会大作战 第三季         NaN               NaN       NaN             NaN   \n",
       "3           魔偶马戏团         NaN               NaN       NaN             NaN   \n",
       "4   关于我转生变成史莱姆这档事  GAMERS电玩咖！        这个美术社大有问题！  从零开始的魔法书          龙王的工作！   \n",
       "\n",
       "               5           6              7                       8  \\\n",
       "0  关于我转生变成史莱姆这档事   OVERLORDⅡ        紫罗兰永恒花园  Fate/EXTRA Last Encore   \n",
       "1   请问您今天要来点兔子吗？  OVERLORD Ⅲ  Re：从零开始的异世界生活                甲铁城的卡巴内瑞   \n",
       "2            NaN         NaN            NaN                     NaN   \n",
       "3            NaN         NaN            NaN                     NaN   \n",
       "4     NEW GAME!!   如果有妹妹就好了。           无畏魔女                    少女编号   \n",
       "\n",
       "                9  ... 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040  \n",
       "0           异世界食堂  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "1      在下坂本，有何贵干？  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "2             NaN  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "3             NaN  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "4  线上游戏的老婆不可能是女生？  ...  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "\n",
       "[5 rows x 1041 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1 到 10000 的数据，设置 dtype 直接指定数据类型\n",
    "data1 = pd.read_csv(\"bangumi1.csv\", dtype=\"str\")\n",
    "data1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "data2 = pd.read_csv(\"bangumi2.csv\", dtype=\"str\")  # 10000到20000的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 其他较大的数据\n",
    "data3 = pd.read_csv(\"bangumi3.csv\", dtype=\"str\")  # 20001到170000的数据\n",
    "data4 = pd.read_csv(\"bangumi4.csv\", dtype=\"str\")  # 170001到300000的数据\n",
    "data5 = pd.read_csv(\"bangumi5.csv\", dtype=\"str\")  # 300001到450000的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 整合一下数据\n",
    "data_bangumi = pd.concat(\n",
    "    [data1, data2, data3, data4, data5], axis=0, ignore_index=True, sort=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(194960, 3275)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_bangumi.shape  # 因为部分没有或者隐私设置，爬不到，所以直接数据没有45w，番剧的数量在3275"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 处理成可以 apriori 可以处理的数据\n",
    "data_bangumi_changed = data_bangumi.stack().groupby(level=0).apply(list).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入模块\n",
    "from mlxtend.preprocessing import TransactionEncoder\n",
    "from mlxtend.frequent_patterns import apriori\n",
    "from mlxtend.frequent_patterns import association_rules\n",
    "\n",
    "# 建立转换模型\n",
    "te = TransactionEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "te_arr = te.fit_transform(data_bangumi_changed)  # 得到转换结果\n",
    "df = pd.DataFrame(te_arr, columns=te.columns_)  # 处理成 DataFrame 类型\n",
    "# 支持率为0.05，因为种类较多，所以设置的较低\n",
    "frequent_itemsets = apriori(df, min_support=0.05, use_colnames=True)\n",
    "association = association_rules(\n",
    "    frequent_itemsets, metric=\"confidence\", min_threshold=0.5)  # 设置的较高，为了减小处理数据量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 特典, F...</td>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 第二季)</td>\n",
       "      <td>0.087962</td>\n",
       "      <td>0.104698</td>\n",
       "      <td>0.086710</td>\n",
       "      <td>0.985772</td>\n",
       "      <td>9.415347</td>\n",
       "      <td>0.077501</td>\n",
       "      <td>62.924292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 特典, F...</td>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 第一季)</td>\n",
       "      <td>0.088121</td>\n",
       "      <td>0.116075</td>\n",
       "      <td>0.086710</td>\n",
       "      <td>0.983993</td>\n",
       "      <td>8.477211</td>\n",
       "      <td>0.076481</td>\n",
       "      <td>55.221200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 特典)</td>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 第二季)</td>\n",
       "      <td>0.093799</td>\n",
       "      <td>0.104698</td>\n",
       "      <td>0.088121</td>\n",
       "      <td>0.939465</td>\n",
       "      <td>8.973062</td>\n",
       "      <td>0.078300</td>\n",
       "      <td>14.789865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 特典)</td>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 第一季)</td>\n",
       "      <td>0.093799</td>\n",
       "      <td>0.116075</td>\n",
       "      <td>0.087962</td>\n",
       "      <td>0.937770</td>\n",
       "      <td>8.078994</td>\n",
       "      <td>0.077074</td>\n",
       "      <td>14.204161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 第二季)</td>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 第一季)</td>\n",
       "      <td>0.104698</td>\n",
       "      <td>0.116075</td>\n",
       "      <td>0.096846</td>\n",
       "      <td>0.924995</td>\n",
       "      <td>7.968937</td>\n",
       "      <td>0.084693</td>\n",
       "      <td>11.784896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 特典)</td>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 第二季, ...</td>\n",
       "      <td>0.093799</td>\n",
       "      <td>0.096846</td>\n",
       "      <td>0.086710</td>\n",
       "      <td>0.924427</td>\n",
       "      <td>9.545380</td>\n",
       "      <td>0.077626</td>\n",
       "      <td>11.950786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>(OVERLORD Ⅲ, 关于我转生变成史莱姆这档事, 紫罗兰永恒花园)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.060679</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.054519</td>\n",
       "      <td>0.898478</td>\n",
       "      <td>4.567240</td>\n",
       "      <td>0.042582</td>\n",
       "      <td>7.912385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 第二季, ...</td>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 特典)</td>\n",
       "      <td>0.096846</td>\n",
       "      <td>0.093799</td>\n",
       "      <td>0.086710</td>\n",
       "      <td>0.895345</td>\n",
       "      <td>9.545380</td>\n",
       "      <td>0.077626</td>\n",
       "      <td>8.658900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>(OVERLORD Ⅲ, Fate/EXTRA Last Encore)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.064198</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.056950</td>\n",
       "      <td>0.887105</td>\n",
       "      <td>4.509423</td>\n",
       "      <td>0.044321</td>\n",
       "      <td>7.115232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>(OVERLORD Ⅲ, 关于我转生变成史莱姆这档事, 超能力女儿)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.057160</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.050523</td>\n",
       "      <td>0.883884</td>\n",
       "      <td>4.493051</td>\n",
       "      <td>0.039278</td>\n",
       "      <td>6.917871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>(OVERLORD Ⅲ, 紫罗兰永恒花园)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.084510</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.073641</td>\n",
       "      <td>0.871389</td>\n",
       "      <td>4.429535</td>\n",
       "      <td>0.057016</td>\n",
       "      <td>6.245777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>(弹丸论破3 -绝望篇-)</td>\n",
       "      <td>(弹丸论破3 -未来篇-)</td>\n",
       "      <td>0.084022</td>\n",
       "      <td>0.096071</td>\n",
       "      <td>0.072841</td>\n",
       "      <td>0.866919</td>\n",
       "      <td>9.023733</td>\n",
       "      <td>0.064768</td>\n",
       "      <td>6.792322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>(OVERLORDⅡ, OVERLORD Ⅲ, 盾之勇者成名录)</td>\n",
       "      <td>(关于我转生变成史莱姆这档事)</td>\n",
       "      <td>0.058027</td>\n",
       "      <td>0.189393</td>\n",
       "      <td>0.050236</td>\n",
       "      <td>0.865730</td>\n",
       "      <td>4.571083</td>\n",
       "      <td>0.039246</td>\n",
       "      <td>6.037130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>(OVERLORD Ⅲ, Re：创造主)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.064998</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.056022</td>\n",
       "      <td>0.861900</td>\n",
       "      <td>4.381302</td>\n",
       "      <td>0.043235</td>\n",
       "      <td>5.816648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>(OVERLORDⅡ, 工作细胞, 关于我转生变成史莱姆这档事)</td>\n",
       "      <td>(OVERLORD Ⅲ)</td>\n",
       "      <td>0.058309</td>\n",
       "      <td>0.169214</td>\n",
       "      <td>0.050231</td>\n",
       "      <td>0.861453</td>\n",
       "      <td>5.090904</td>\n",
       "      <td>0.040364</td>\n",
       "      <td>5.996427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>(青春猪头少年不会梦到兔女郎学姐, 盾之勇者成名录)</td>\n",
       "      <td>(关于我转生变成史莱姆这档事)</td>\n",
       "      <td>0.064321</td>\n",
       "      <td>0.189393</td>\n",
       "      <td>0.055386</td>\n",
       "      <td>0.861085</td>\n",
       "      <td>4.546556</td>\n",
       "      <td>0.043204</td>\n",
       "      <td>5.835256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>(OVERLORD Ⅲ, 埃罗芒阿老师)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.061310</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.052770</td>\n",
       "      <td>0.860704</td>\n",
       "      <td>4.375223</td>\n",
       "      <td>0.040709</td>\n",
       "      <td>5.766713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>(盾之勇者成名录, 刀剑神域 Alicization)</td>\n",
       "      <td>(关于我转生变成史莱姆这档事)</td>\n",
       "      <td>0.071948</td>\n",
       "      <td>0.189393</td>\n",
       "      <td>0.061910</td>\n",
       "      <td>0.860483</td>\n",
       "      <td>4.543382</td>\n",
       "      <td>0.048284</td>\n",
       "      <td>5.810112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>(欢迎来到实力至上主义的教室, OVERLORD Ⅲ)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.060905</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.052349</td>\n",
       "      <td>0.859525</td>\n",
       "      <td>4.369228</td>\n",
       "      <td>0.040368</td>\n",
       "      <td>5.718296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>(魔法禁书目录 第三季, 盾之勇者成名录)</td>\n",
       "      <td>(关于我转生变成史莱姆这档事)</td>\n",
       "      <td>0.062474</td>\n",
       "      <td>0.189393</td>\n",
       "      <td>0.053375</td>\n",
       "      <td>0.854351</td>\n",
       "      <td>4.511005</td>\n",
       "      <td>0.041543</td>\n",
       "      <td>5.565500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>(OVERLORD Ⅲ, 超能力女儿)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.075267</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.064300</td>\n",
       "      <td>0.854300</td>\n",
       "      <td>4.342668</td>\n",
       "      <td>0.049494</td>\n",
       "      <td>5.513235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>(小林家的龙女仆, OVERLORD Ⅲ)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.063516</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.054211</td>\n",
       "      <td>0.853509</td>\n",
       "      <td>4.338646</td>\n",
       "      <td>0.041716</td>\n",
       "      <td>5.483455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>(工作细胞, OVERLORD Ⅲ, 关于我转生变成史莱姆这档事)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.058961</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.050231</td>\n",
       "      <td>0.851936</td>\n",
       "      <td>4.330649</td>\n",
       "      <td>0.038632</td>\n",
       "      <td>5.425192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>(OVERLORD Ⅲ, Fate/Apocrypha)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.068209</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.057873</td>\n",
       "      <td>0.848473</td>\n",
       "      <td>4.313049</td>\n",
       "      <td>0.044455</td>\n",
       "      <td>5.301233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>(OVERLORD Ⅲ, 关于我转生变成史莱姆这档事, 盾之勇者成名录)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.059284</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.050236</td>\n",
       "      <td>0.847378</td>\n",
       "      <td>4.307483</td>\n",
       "      <td>0.038573</td>\n",
       "      <td>5.263199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>(盾之勇者成名录, 超能力女儿)</td>\n",
       "      <td>(关于我转生变成史莱姆这档事)</td>\n",
       "      <td>0.059905</td>\n",
       "      <td>0.189393</td>\n",
       "      <td>0.050559</td>\n",
       "      <td>0.843993</td>\n",
       "      <td>4.456315</td>\n",
       "      <td>0.039214</td>\n",
       "      <td>5.195984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>(OVERLORD Ⅲ, 关于我转生变成史莱姆这档事, 刀剑神域 Alicization)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.063336</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.053421</td>\n",
       "      <td>0.843456</td>\n",
       "      <td>4.287546</td>\n",
       "      <td>0.040962</td>\n",
       "      <td>5.131336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>(埃罗芒阿老师, 珈百璃的堕落)</td>\n",
       "      <td>(小林家的龙女仆)</td>\n",
       "      <td>0.061859</td>\n",
       "      <td>0.170168</td>\n",
       "      <td>0.052154</td>\n",
       "      <td>0.843118</td>\n",
       "      <td>4.954613</td>\n",
       "      <td>0.041628</td>\n",
       "      <td>5.289520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>(OVERLORD Ⅲ, 盾之勇者成名录)</td>\n",
       "      <td>(关于我转生变成史莱姆这档事)</td>\n",
       "      <td>0.070389</td>\n",
       "      <td>0.189393</td>\n",
       "      <td>0.059284</td>\n",
       "      <td>0.842236</td>\n",
       "      <td>4.447033</td>\n",
       "      <td>0.045953</td>\n",
       "      <td>5.138090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 第二季)</td>\n",
       "      <td>(Fate/stay night [Unlimited Blade Works] 特典)</td>\n",
       "      <td>0.104698</td>\n",
       "      <td>0.093799</td>\n",
       "      <td>0.088121</td>\n",
       "      <td>0.841662</td>\n",
       "      <td>8.973062</td>\n",
       "      <td>0.078300</td>\n",
       "      <td>5.723199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>(欢迎来到实力至上主义的教室)</td>\n",
       "      <td>(关于我转生变成史莱姆这档事)</td>\n",
       "      <td>0.136495</td>\n",
       "      <td>0.189393</td>\n",
       "      <td>0.069768</td>\n",
       "      <td>0.511142</td>\n",
       "      <td>2.698848</td>\n",
       "      <td>0.043917</td>\n",
       "      <td>1.658165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>(紫罗兰永恒花园)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.214305</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.109535</td>\n",
       "      <td>0.511117</td>\n",
       "      <td>2.598166</td>\n",
       "      <td>0.067377</td>\n",
       "      <td>1.643089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>(超能力女儿)</td>\n",
       "      <td>(工作细胞)</td>\n",
       "      <td>0.149246</td>\n",
       "      <td>0.171384</td>\n",
       "      <td>0.076236</td>\n",
       "      <td>0.510809</td>\n",
       "      <td>2.980494</td>\n",
       "      <td>0.050658</td>\n",
       "      <td>1.693849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>(约定的梦幻岛)</td>\n",
       "      <td>(盾之勇者成名录)</td>\n",
       "      <td>0.099954</td>\n",
       "      <td>0.130683</td>\n",
       "      <td>0.051041</td>\n",
       "      <td>0.510648</td>\n",
       "      <td>3.907526</td>\n",
       "      <td>0.037979</td>\n",
       "      <td>1.776466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>(OVERLORD Ⅲ, 关于我转生变成史莱姆这档事)</td>\n",
       "      <td>(OVERLORDⅡ, 超能力女儿)</td>\n",
       "      <td>0.099267</td>\n",
       "      <td>0.083448</td>\n",
       "      <td>0.050523</td>\n",
       "      <td>0.508965</td>\n",
       "      <td>6.099196</td>\n",
       "      <td>0.042240</td>\n",
       "      <td>1.866572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>(关于我转生变成史莱姆这档事)</td>\n",
       "      <td>(紫罗兰永恒花园)</td>\n",
       "      <td>0.189393</td>\n",
       "      <td>0.214305</td>\n",
       "      <td>0.096384</td>\n",
       "      <td>0.508910</td>\n",
       "      <td>2.374695</td>\n",
       "      <td>0.055796</td>\n",
       "      <td>1.599900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>(Fate/Apocrypha)</td>\n",
       "      <td>(紫罗兰永恒花园)</td>\n",
       "      <td>0.173487</td>\n",
       "      <td>0.214305</td>\n",
       "      <td>0.087910</td>\n",
       "      <td>0.506726</td>\n",
       "      <td>2.364504</td>\n",
       "      <td>0.050731</td>\n",
       "      <td>1.592816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>(OVERLORD Ⅲ, 关于我转生变成史莱姆这档事)</td>\n",
       "      <td>(OVERLORDⅡ, 盾之勇者成名录)</td>\n",
       "      <td>0.099267</td>\n",
       "      <td>0.072769</td>\n",
       "      <td>0.050236</td>\n",
       "      <td>0.506071</td>\n",
       "      <td>6.954513</td>\n",
       "      <td>0.043012</td>\n",
       "      <td>1.877258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>(OVERLORD Ⅲ, 关于我转生变成史莱姆这档事)</td>\n",
       "      <td>(OVERLORDⅡ, 工作细胞)</td>\n",
       "      <td>0.099267</td>\n",
       "      <td>0.079775</td>\n",
       "      <td>0.050231</td>\n",
       "      <td>0.506020</td>\n",
       "      <td>6.343060</td>\n",
       "      <td>0.042312</td>\n",
       "      <td>1.862877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>(OVERLORDⅡ, 关于我转生变成史莱姆这档事)</td>\n",
       "      <td>(Fate/Apocrypha)</td>\n",
       "      <td>0.102888</td>\n",
       "      <td>0.173487</td>\n",
       "      <td>0.052016</td>\n",
       "      <td>0.505559</td>\n",
       "      <td>2.914103</td>\n",
       "      <td>0.034166</td>\n",
       "      <td>1.671610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>(路人超能100 II(灵能百分百 第二季))</td>\n",
       "      <td>(紫罗兰永恒花园)</td>\n",
       "      <td>0.113280</td>\n",
       "      <td>0.214305</td>\n",
       "      <td>0.057248</td>\n",
       "      <td>0.505366</td>\n",
       "      <td>2.358155</td>\n",
       "      <td>0.032971</td>\n",
       "      <td>1.588435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>(珈百璃的堕落)</td>\n",
       "      <td>(关于我转生变成史莱姆这档事)</td>\n",
       "      <td>0.103626</td>\n",
       "      <td>0.189393</td>\n",
       "      <td>0.052365</td>\n",
       "      <td>0.505321</td>\n",
       "      <td>2.668112</td>\n",
       "      <td>0.032739</td>\n",
       "      <td>1.638653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>(刀剑神域 Alicization)</td>\n",
       "      <td>(OVERLORD Ⅲ)</td>\n",
       "      <td>0.154724</td>\n",
       "      <td>0.169214</td>\n",
       "      <td>0.078175</td>\n",
       "      <td>0.505254</td>\n",
       "      <td>2.985887</td>\n",
       "      <td>0.051994</td>\n",
       "      <td>1.679218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>(多罗罗)</td>\n",
       "      <td>(辉夜大小姐想让我告白~天才们的恋爱头脑战~)</td>\n",
       "      <td>0.123887</td>\n",
       "      <td>0.150349</td>\n",
       "      <td>0.062587</td>\n",
       "      <td>0.505196</td>\n",
       "      <td>3.360160</td>\n",
       "      <td>0.043961</td>\n",
       "      <td>1.717147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>(五等分的新娘)</td>\n",
       "      <td>(超能力女儿)</td>\n",
       "      <td>0.104057</td>\n",
       "      <td>0.149246</td>\n",
       "      <td>0.052483</td>\n",
       "      <td>0.504362</td>\n",
       "      <td>3.379403</td>\n",
       "      <td>0.036952</td>\n",
       "      <td>1.716484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(卫宫家今天的饭)</td>\n",
       "      <td>(Fate/Apocrypha)</td>\n",
       "      <td>0.125323</td>\n",
       "      <td>0.173487</td>\n",
       "      <td>0.063208</td>\n",
       "      <td>0.504359</td>\n",
       "      <td>2.907188</td>\n",
       "      <td>0.041466</td>\n",
       "      <td>1.667564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>(超能力女儿)</td>\n",
       "      <td>(OVERLORD Ⅲ)</td>\n",
       "      <td>0.149246</td>\n",
       "      <td>0.169214</td>\n",
       "      <td>0.075267</td>\n",
       "      <td>0.504313</td>\n",
       "      <td>2.980324</td>\n",
       "      <td>0.050012</td>\n",
       "      <td>1.676030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>(OVERLORDⅡ, 关于我转生变成史莱姆这档事)</td>\n",
       "      <td>(Fate/EXTRA Last Encore)</td>\n",
       "      <td>0.102888</td>\n",
       "      <td>0.140383</td>\n",
       "      <td>0.051877</td>\n",
       "      <td>0.504213</td>\n",
       "      <td>3.591702</td>\n",
       "      <td>0.037434</td>\n",
       "      <td>1.733843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>(Megalo Box)</td>\n",
       "      <td>(OVERLORDⅡ)</td>\n",
       "      <td>0.106960</td>\n",
       "      <td>0.196722</td>\n",
       "      <td>0.053857</td>\n",
       "      <td>0.503525</td>\n",
       "      <td>2.559570</td>\n",
       "      <td>0.032816</td>\n",
       "      <td>1.617961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>(五等分的新娘)</td>\n",
       "      <td>(埃罗芒阿老师)</td>\n",
       "      <td>0.104057</td>\n",
       "      <td>0.148528</td>\n",
       "      <td>0.052395</td>\n",
       "      <td>0.503524</td>\n",
       "      <td>3.390100</td>\n",
       "      <td>0.036940</td>\n",
       "      <td>1.715033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>(笨女孩)</td>\n",
       "      <td>(Re：创造主)</td>\n",
       "      <td>0.101241</td>\n",
       "      <td>0.149744</td>\n",
       "      <td>0.050964</td>\n",
       "      <td>0.503394</td>\n",
       "      <td>3.361711</td>\n",
       "      <td>0.035804</td>\n",
       "      <td>1.712137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>(珈百璃的堕落)</td>\n",
       "      <td>(小林家的龙女仆, 埃罗芒阿老师)</td>\n",
       "      <td>0.103626</td>\n",
       "      <td>0.083756</td>\n",
       "      <td>0.052154</td>\n",
       "      <td>0.503292</td>\n",
       "      <td>6.009047</td>\n",
       "      <td>0.043475</td>\n",
       "      <td>1.844632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>(约定的梦幻岛)</td>\n",
       "      <td>(路人超能100 II(灵能百分百 第二季))</td>\n",
       "      <td>0.099954</td>\n",
       "      <td>0.113280</td>\n",
       "      <td>0.050303</td>\n",
       "      <td>0.503259</td>\n",
       "      <td>4.442621</td>\n",
       "      <td>0.038980</td>\n",
       "      <td>1.785074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>(女神异闻录5 动画版)</td>\n",
       "      <td>(超能力女儿)</td>\n",
       "      <td>0.101380</td>\n",
       "      <td>0.149246</td>\n",
       "      <td>0.051010</td>\n",
       "      <td>0.503162</td>\n",
       "      <td>3.371361</td>\n",
       "      <td>0.035880</td>\n",
       "      <td>1.712337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>(甲铁城的卡巴内瑞)</td>\n",
       "      <td>(紫罗兰永恒花园)</td>\n",
       "      <td>0.104062</td>\n",
       "      <td>0.214305</td>\n",
       "      <td>0.052154</td>\n",
       "      <td>0.501183</td>\n",
       "      <td>2.338638</td>\n",
       "      <td>0.029853</td>\n",
       "      <td>1.575116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>(我的英雄学院 第三季)</td>\n",
       "      <td>(超能力女儿)</td>\n",
       "      <td>0.105340</td>\n",
       "      <td>0.149246</td>\n",
       "      <td>0.052760</td>\n",
       "      <td>0.500852</td>\n",
       "      <td>3.355883</td>\n",
       "      <td>0.037038</td>\n",
       "      <td>1.704413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>(食戟之灵 贰之皿)</td>\n",
       "      <td>(Re：从零开始的异世界生活)</td>\n",
       "      <td>0.116419</td>\n",
       "      <td>0.177467</td>\n",
       "      <td>0.058304</td>\n",
       "      <td>0.500815</td>\n",
       "      <td>2.822015</td>\n",
       "      <td>0.037644</td>\n",
       "      <td>1.647752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>(全金属狂潮 Invisible Victory)</td>\n",
       "      <td>(超能力女儿)</td>\n",
       "      <td>0.104068</td>\n",
       "      <td>0.149246</td>\n",
       "      <td>0.052108</td>\n",
       "      <td>0.500715</td>\n",
       "      <td>3.354962</td>\n",
       "      <td>0.036576</td>\n",
       "      <td>1.703944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>(路人超能100 II(灵能百分百 第二季))</td>\n",
       "      <td>(辉夜大小姐想让我告白~天才们的恋爱头脑战~)</td>\n",
       "      <td>0.113280</td>\n",
       "      <td>0.150349</td>\n",
       "      <td>0.056678</td>\n",
       "      <td>0.500340</td>\n",
       "      <td>3.327859</td>\n",
       "      <td>0.039647</td>\n",
       "      <td>1.700457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>(五等分的新娘)</td>\n",
       "      <td>(工作细胞)</td>\n",
       "      <td>0.104057</td>\n",
       "      <td>0.171384</td>\n",
       "      <td>0.052041</td>\n",
       "      <td>0.500123</td>\n",
       "      <td>2.918146</td>\n",
       "      <td>0.034208</td>\n",
       "      <td>1.657641</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>558 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           antecedents  \\\n",
       "233  (Fate/stay night [Unlimited Blade Works] 特典, F...   \n",
       "232  (Fate/stay night [Unlimited Blade Works] 特典, F...   \n",
       "17        (Fate/stay night [Unlimited Blade Works] 特典)   \n",
       "15        (Fate/stay night [Unlimited Blade Works] 特典)   \n",
       "19       (Fate/stay night [Unlimited Blade Works] 第二季)   \n",
       "235       (Fate/stay night [Unlimited Blade Works] 特典)   \n",
       "545               (OVERLORD Ⅲ, 关于我转生变成史莱姆这档事, 紫罗兰永恒花园)   \n",
       "234  (Fate/stay night [Unlimited Blade Works] 第二季, ...   \n",
       "219               (OVERLORD Ⅲ, Fate/EXTRA Last Encore)   \n",
       "553                 (OVERLORD Ⅲ, 关于我转生变成史莱姆这档事, 超能力女儿)   \n",
       "263                              (OVERLORD Ⅲ, 紫罗兰永恒花园)   \n",
       "161                                      (弹丸论破3 -绝望篇-)   \n",
       "535                   (OVERLORDⅡ, OVERLORD Ⅲ, 盾之勇者成名录)   \n",
       "241                               (OVERLORD Ⅲ, Re：创造主)   \n",
       "526                   (OVERLORDⅡ, 工作细胞, 关于我转生变成史莱姆这档事)   \n",
       "441                         (青春猪头少年不会梦到兔女郎学姐, 盾之勇者成名录)   \n",
       "251                               (OVERLORD Ⅲ, 埃罗芒阿老师)   \n",
       "398                        (盾之勇者成名录, 刀剑神域 Alicization)   \n",
       "258                        (欢迎来到实力至上主义的教室, OVERLORD Ⅲ)   \n",
       "445                              (魔法禁书目录 第三季, 盾之勇者成名录)   \n",
       "266                                (OVERLORD Ⅲ, 超能力女儿)   \n",
       "253                              (小林家的龙女仆, OVERLORD Ⅲ)   \n",
       "529                  (工作细胞, OVERLORD Ⅲ, 关于我转生变成史莱姆这档事)   \n",
       "202                       (OVERLORD Ⅲ, Fate/Apocrypha)   \n",
       "537               (OVERLORD Ⅲ, 关于我转生变成史莱姆这档事, 盾之勇者成名录)   \n",
       "437                                   (盾之勇者成名录, 超能力女儿)   \n",
       "520      (OVERLORD Ⅲ, 关于我转生变成史莱姆这档事, 刀剑神域 Alicization)   \n",
       "494                                   (埃罗芒阿老师, 珈百璃的堕落)   \n",
       "280                              (OVERLORD Ⅲ, 盾之勇者成名录)   \n",
       "18       (Fate/stay night [Unlimited Blade Works] 第二季)   \n",
       "..                                                 ...   \n",
       "99                                     (欢迎来到实力至上主义的教室)   \n",
       "52                                           (紫罗兰永恒花园)   \n",
       "155                                            (超能力女儿)   \n",
       "171                                           (约定的梦幻岛)   \n",
       "555                        (OVERLORD Ⅲ, 关于我转生变成史莱姆这档事)   \n",
       "103                                    (关于我转生变成史莱姆这档事)   \n",
       "10                                    (Fate/Apocrypha)   \n",
       "539                        (OVERLORD Ⅲ, 关于我转生变成史莱姆这档事)   \n",
       "533                        (OVERLORD Ⅲ, 关于我转生变成史莱姆这档事)   \n",
       "206                         (OVERLORDⅡ, 关于我转生变成史莱姆这档事)   \n",
       "177                            (路人超能100 II(灵能百分百 第二季))   \n",
       "100                                           (珈百璃的堕落)   \n",
       "29                                  (刀剑神域 Alicization)   \n",
       "138                                              (多罗罗)   \n",
       "79                                            (五等分的新娘)   \n",
       "7                                            (卫宫家今天的饭)   \n",
       "32                                             (超能力女儿)   \n",
       "220                         (OVERLORDⅡ, 关于我转生变成史莱姆这档事)   \n",
       "21                                        (Megalo Box)   \n",
       "75                                            (五等分的新娘)   \n",
       "68                                               (笨女孩)   \n",
       "495                                           (珈百璃的堕落)   \n",
       "185                                           (约定的梦幻岛)   \n",
       "141                                       (女神异闻录5 动画版)   \n",
       "169                                         (甲铁城的卡巴内瑞)   \n",
       "163                                       (我的英雄学院 第三季)   \n",
       "62                                          (食戟之灵 贰之皿)   \n",
       "89                           (全金属狂潮 Invisible Victory)   \n",
       "189                            (路人超能100 II(灵能百分百 第二季))   \n",
       "76                                            (五等分的新娘)   \n",
       "\n",
       "                                           consequents  antecedent support  \\\n",
       "233      (Fate/stay night [Unlimited Blade Works] 第二季)            0.087962   \n",
       "232      (Fate/stay night [Unlimited Blade Works] 第一季)            0.088121   \n",
       "17       (Fate/stay night [Unlimited Blade Works] 第二季)            0.093799   \n",
       "15       (Fate/stay night [Unlimited Blade Works] 第一季)            0.093799   \n",
       "19       (Fate/stay night [Unlimited Blade Works] 第一季)            0.104698   \n",
       "235  (Fate/stay night [Unlimited Blade Works] 第二季, ...            0.093799   \n",
       "545                                        (OVERLORDⅡ)            0.060679   \n",
       "234       (Fate/stay night [Unlimited Blade Works] 特典)            0.096846   \n",
       "219                                        (OVERLORDⅡ)            0.064198   \n",
       "553                                        (OVERLORDⅡ)            0.057160   \n",
       "263                                        (OVERLORDⅡ)            0.084510   \n",
       "161                                      (弹丸论破3 -未来篇-)            0.084022   \n",
       "535                                    (关于我转生变成史莱姆这档事)            0.058027   \n",
       "241                                        (OVERLORDⅡ)            0.064998   \n",
       "526                                       (OVERLORD Ⅲ)            0.058309   \n",
       "441                                    (关于我转生变成史莱姆这档事)            0.064321   \n",
       "251                                        (OVERLORDⅡ)            0.061310   \n",
       "398                                    (关于我转生变成史莱姆这档事)            0.071948   \n",
       "258                                        (OVERLORDⅡ)            0.060905   \n",
       "445                                    (关于我转生变成史莱姆这档事)            0.062474   \n",
       "266                                        (OVERLORDⅡ)            0.075267   \n",
       "253                                        (OVERLORDⅡ)            0.063516   \n",
       "529                                        (OVERLORDⅡ)            0.058961   \n",
       "202                                        (OVERLORDⅡ)            0.068209   \n",
       "537                                        (OVERLORDⅡ)            0.059284   \n",
       "437                                    (关于我转生变成史莱姆这档事)            0.059905   \n",
       "520                                        (OVERLORDⅡ)            0.063336   \n",
       "494                                          (小林家的龙女仆)            0.061859   \n",
       "280                                    (关于我转生变成史莱姆这档事)            0.070389   \n",
       "18        (Fate/stay night [Unlimited Blade Works] 特典)            0.104698   \n",
       "..                                                 ...                 ...   \n",
       "99                                     (关于我转生变成史莱姆这档事)            0.136495   \n",
       "52                                         (OVERLORDⅡ)            0.214305   \n",
       "155                                             (工作细胞)            0.149246   \n",
       "171                                          (盾之勇者成名录)            0.099954   \n",
       "555                                 (OVERLORDⅡ, 超能力女儿)            0.099267   \n",
       "103                                          (紫罗兰永恒花园)            0.189393   \n",
       "10                                           (紫罗兰永恒花园)            0.173487   \n",
       "539                               (OVERLORDⅡ, 盾之勇者成名录)            0.099267   \n",
       "533                                  (OVERLORDⅡ, 工作细胞)            0.099267   \n",
       "206                                   (Fate/Apocrypha)            0.102888   \n",
       "177                                          (紫罗兰永恒花园)            0.113280   \n",
       "100                                    (关于我转生变成史莱姆这档事)            0.103626   \n",
       "29                                        (OVERLORD Ⅲ)            0.154724   \n",
       "138                            (辉夜大小姐想让我告白~天才们的恋爱头脑战~)            0.123887   \n",
       "79                                             (超能力女儿)            0.104057   \n",
       "7                                     (Fate/Apocrypha)            0.125323   \n",
       "32                                        (OVERLORD Ⅲ)            0.149246   \n",
       "220                           (Fate/EXTRA Last Encore)            0.102888   \n",
       "21                                         (OVERLORDⅡ)            0.106960   \n",
       "75                                            (埃罗芒阿老师)            0.104057   \n",
       "68                                            (Re：创造主)            0.101241   \n",
       "495                                  (小林家的龙女仆, 埃罗芒阿老师)            0.103626   \n",
       "185                            (路人超能100 II(灵能百分百 第二季))            0.099954   \n",
       "141                                            (超能力女儿)            0.101380   \n",
       "169                                          (紫罗兰永恒花园)            0.104062   \n",
       "163                                            (超能力女儿)            0.105340   \n",
       "62                                     (Re：从零开始的异世界生活)            0.116419   \n",
       "89                                             (超能力女儿)            0.104068   \n",
       "189                            (辉夜大小姐想让我告白~天才们的恋爱头脑战~)            0.113280   \n",
       "76                                              (工作细胞)            0.104057   \n",
       "\n",
       "     consequent support   support  confidence      lift  leverage  conviction  \n",
       "233            0.104698  0.086710    0.985772  9.415347  0.077501   62.924292  \n",
       "232            0.116075  0.086710    0.983993  8.477211  0.076481   55.221200  \n",
       "17             0.104698  0.088121    0.939465  8.973062  0.078300   14.789865  \n",
       "15             0.116075  0.087962    0.937770  8.078994  0.077074   14.204161  \n",
       "19             0.116075  0.096846    0.924995  7.968937  0.084693   11.784896  \n",
       "235            0.096846  0.086710    0.924427  9.545380  0.077626   11.950786  \n",
       "545            0.196722  0.054519    0.898478  4.567240  0.042582    7.912385  \n",
       "234            0.093799  0.086710    0.895345  9.545380  0.077626    8.658900  \n",
       "219            0.196722  0.056950    0.887105  4.509423  0.044321    7.115232  \n",
       "553            0.196722  0.050523    0.883884  4.493051  0.039278    6.917871  \n",
       "263            0.196722  0.073641    0.871389  4.429535  0.057016    6.245777  \n",
       "161            0.096071  0.072841    0.866919  9.023733  0.064768    6.792322  \n",
       "535            0.189393  0.050236    0.865730  4.571083  0.039246    6.037130  \n",
       "241            0.196722  0.056022    0.861900  4.381302  0.043235    5.816648  \n",
       "526            0.169214  0.050231    0.861453  5.090904  0.040364    5.996427  \n",
       "441            0.189393  0.055386    0.861085  4.546556  0.043204    5.835256  \n",
       "251            0.196722  0.052770    0.860704  4.375223  0.040709    5.766713  \n",
       "398            0.189393  0.061910    0.860483  4.543382  0.048284    5.810112  \n",
       "258            0.196722  0.052349    0.859525  4.369228  0.040368    5.718296  \n",
       "445            0.189393  0.053375    0.854351  4.511005  0.041543    5.565500  \n",
       "266            0.196722  0.064300    0.854300  4.342668  0.049494    5.513235  \n",
       "253            0.196722  0.054211    0.853509  4.338646  0.041716    5.483455  \n",
       "529            0.196722  0.050231    0.851936  4.330649  0.038632    5.425192  \n",
       "202            0.196722  0.057873    0.848473  4.313049  0.044455    5.301233  \n",
       "537            0.196722  0.050236    0.847378  4.307483  0.038573    5.263199  \n",
       "437            0.189393  0.050559    0.843993  4.456315  0.039214    5.195984  \n",
       "520            0.196722  0.053421    0.843456  4.287546  0.040962    5.131336  \n",
       "494            0.170168  0.052154    0.843118  4.954613  0.041628    5.289520  \n",
       "280            0.189393  0.059284    0.842236  4.447033  0.045953    5.138090  \n",
       "18             0.093799  0.088121    0.841662  8.973062  0.078300    5.723199  \n",
       "..                  ...       ...         ...       ...       ...         ...  \n",
       "99             0.189393  0.069768    0.511142  2.698848  0.043917    1.658165  \n",
       "52             0.196722  0.109535    0.511117  2.598166  0.067377    1.643089  \n",
       "155            0.171384  0.076236    0.510809  2.980494  0.050658    1.693849  \n",
       "171            0.130683  0.051041    0.510648  3.907526  0.037979    1.776466  \n",
       "555            0.083448  0.050523    0.508965  6.099196  0.042240    1.866572  \n",
       "103            0.214305  0.096384    0.508910  2.374695  0.055796    1.599900  \n",
       "10             0.214305  0.087910    0.506726  2.364504  0.050731    1.592816  \n",
       "539            0.072769  0.050236    0.506071  6.954513  0.043012    1.877258  \n",
       "533            0.079775  0.050231    0.506020  6.343060  0.042312    1.862877  \n",
       "206            0.173487  0.052016    0.505559  2.914103  0.034166    1.671610  \n",
       "177            0.214305  0.057248    0.505366  2.358155  0.032971    1.588435  \n",
       "100            0.189393  0.052365    0.505321  2.668112  0.032739    1.638653  \n",
       "29             0.169214  0.078175    0.505254  2.985887  0.051994    1.679218  \n",
       "138            0.150349  0.062587    0.505196  3.360160  0.043961    1.717147  \n",
       "79             0.149246  0.052483    0.504362  3.379403  0.036952    1.716484  \n",
       "7              0.173487  0.063208    0.504359  2.907188  0.041466    1.667564  \n",
       "32             0.169214  0.075267    0.504313  2.980324  0.050012    1.676030  \n",
       "220            0.140383  0.051877    0.504213  3.591702  0.037434    1.733843  \n",
       "21             0.196722  0.053857    0.503525  2.559570  0.032816    1.617961  \n",
       "75             0.148528  0.052395    0.503524  3.390100  0.036940    1.715033  \n",
       "68             0.149744  0.050964    0.503394  3.361711  0.035804    1.712137  \n",
       "495            0.083756  0.052154    0.503292  6.009047  0.043475    1.844632  \n",
       "185            0.113280  0.050303    0.503259  4.442621  0.038980    1.785074  \n",
       "141            0.149246  0.051010    0.503162  3.371361  0.035880    1.712337  \n",
       "169            0.214305  0.052154    0.501183  2.338638  0.029853    1.575116  \n",
       "163            0.149246  0.052760    0.500852  3.355883  0.037038    1.704413  \n",
       "62             0.177467  0.058304    0.500815  2.822015  0.037644    1.647752  \n",
       "89             0.149246  0.052108    0.500715  3.354962  0.036576    1.703944  \n",
       "189            0.150349  0.056678    0.500340  3.327859  0.039647    1.700457  \n",
       "76             0.171384  0.052041    0.500123  2.918146  0.034208    1.657641  \n",
       "\n",
       "[558 rows x 9 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "association.sort_values(\"confidence\", ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到其中很多是同一个番剧，只是季数不同。还有不少番剧之间也与很高的置信度。我觉得可以用此得到一个简单的推荐算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过这次6周的学习，补充了不少知识。加深了 Pandas 的使用。也了解了时间序列 自然语言等的处理方法。对将来学习机器学习提供了基石。虽然时间不长，但是对整个过程都有所了解。\n",
    "\n",
    "不过模型部分的挑战太简单，就是用 scikit-learn 等工具的调用，感觉完全可以放在实验部分，并且比预处理分布的挑战难度下降了很多。建议把挑战换成从头到尾自己实现模型更加能加深印象和具有挑战难度。\n",
    "\n",
    "第五周的内容展现了不同类型的分析模板，加强了见识也提供了很多扩展的内容。因为并没有完全看完，所以接下来会花部分时间来学习这部分。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
